{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 35.19388041, 200.66529366, 168.07055944, 134.58687185,\n",
       "        167.64159357, 205.93563629, 169.08926997, 135.59223974,\n",
       "        208.09080615, 311.23174505, 240.58813911, 273.31396476]])"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import copy\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import *\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "\n",
    "#2250万人次 260.17亿元\n",
    "model=[[105508,601576,503860,403479,502574,617376,506914,406493,623837,933044,\\\n",
    "        721261,819370]]\n",
    "model=np.asarray(model)\n",
    "model=model/10000\n",
    "s=sum(model[0])\n",
    "test=2250*model/s\n",
    "test#每个月的客流量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "weight=np.array([[1.1,1.3,1.4,0.8,2,2.5,1.7,4.5,2.3,3.4,1.2,2.5,5]])\n",
    "w=sum(weight[0])#各个景区的权重，顺序为先是莫干山景区内的景点\n",
    "#然后其他景点，按照excel排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.03703704, 0.04377104, 0.04713805, 0.02693603, 0.06734007,\n",
       "        0.08417508, 0.05723906, 0.15151515, 0.07744108, 0.11447811,\n",
       "        0.04040404, 0.08417508, 0.16835017]])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weight1=weight/w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "#每个景区每个月的客流量（人）\n",
    "eachmonth_attraction=np.dot(test.T,weight1)*10000\n",
    "eachmonth_attraction=eachmonth_attraction.astype(np.int32)\n",
    "eachmonth_attraction=eachmonth_attraction.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "#30天的月\n",
    "edwt30=np.array([[2,2.1,2.3,2.4,1.3,1.5,1.6,\\\n",
    "                        0.5,0.6,0.7,0.4,0.3,1.3,1.5,0.5,0.6,0.7,0.4,0.3,1.3,1.5,\\\n",
    "                        0.5,0.6,0.7,0.4,0.3,1.3,1.5,0.5,0.2,0]])\n",
    "s1=sum(edwt30[0])\n",
    "edwt30=edwt30/s1\n",
    "#31天\n",
    "edwt31=np.array([[2,2.1,2.3,2.4,1.3,1.5,1.6,\\\n",
    "                        0.5,0.6,0.7,0.4,0.3,1.3,1.5,0.5,0.6,0.7,0.4,0.3,1.3,1.5,\\\n",
    "                        0.5,0.6,0.7,0.4,0.3,1.3,1.5,0.5,0.2,0.4]])\n",
    "s2=sum(edwt31[0])\n",
    "edwt31=edwt31/s2\n",
    "#28天\n",
    "edwt28=np.array([[2,2.1,2.3,2.4,1.3,1.5,1.6,\\\n",
    "                        0.5,0.6,0.7,0.4,0.3,1.3,1.5,0.5,0.6,0.7,0.4,0.3,1.3,1.5,\\\n",
    "                        0.5,0.6,0.7,0.4,0.3,0.6,0.7,0,0,0]])\n",
    "s3=sum(edwt28[0])\n",
    "edwt28=edwt28/s3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "#每天的权重\n",
    "ed=np.array([[2.5,2.3,2.8,2.6,2.34,2.2,2.1,2.4,2.55]])\n",
    "ss=sum(ed[0])\n",
    "ed=ed/ss\n",
    "res=np.zeros((13,12,31,9))\n",
    "for i in range(13):\n",
    "    for j in range(12):\n",
    "        if j==1:\n",
    "            res[i,j,:,:]=eachmonth_attraction[i][j]*np.dot(edwt28.T,ed)\n",
    "        elif j+1 in (3,5,7,8,10,12):\n",
    "            res[i,j,:,:]=eachmonth_attraction[i][j]*np.dot(edwt31.T,ed)\n",
    "        else:\n",
    "            res[i,j,:,:]=eachmonth_attraction[i][j]*np.dot(edwt30.T,ed)\n",
    "res=res.astype(np.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "f=open('d://peopledata1.txt','w')\n",
    "f.write(\"9 10 11 12 13 14 15 16 17(12个月每天的13个景点的人流量（人次））\\n\")\n",
    "for i in range(13):\n",
    "    for j in range(12):\n",
    "        np.savetxt(f,res[i][j],delimiter=' ',fmt='%d')\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "res1=res/3\n",
    "res2=res1.astype(np.int32)\n",
    "f1=open('d://cardata.txt','w')\n",
    "f1.write(\"9 10 11 12 13 14 15 16 17(12个月每天的13个景点的车流量（辆））\\n\")\n",
    "for i in range(13):\n",
    "    for j in range(12):\n",
    "        np.savetxt(f1,res2[i][j],delimiter=' ',fmt='%d')\n",
    "f1.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'tuple'>\n"
     ]
    }
   ],
   "source": [
    "index=range(13)\n",
    "index1=['旭光台','剑池','芦花荡公园','松月庐','后坞村景区','莫干山大坑景区','三九坞','下渚湖国家湿地','新市古镇','东明山森林公园','裸心堡','蚕乐谷','庾村']\n",
    "\n",
    "values=res[:,10,3,2]\n",
    "values1=values.tolist()\n",
    "values2=tuple(values1)\n",
    "print(type(values2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 15), dpi=80)\n",
    "plt.subplot(1, 1, 1)\n",
    "width=0.8\n",
    "plt.bar(index,values2,width,label=\"人流量\",color=\"#87CEFA\")\n",
    "plt.xlabel(\"景点\")\n",
    "plt.ylabel(\"人流量\")\n",
    "plt.title(\"各景点的10月3日上午11点人流量对比\")\n",
    "plt.xticks(index,index1)\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "values10=res1[:,4,2,4]\n",
    "values11=values10.tolist()\n",
    "values21=tuple(values11)\n",
    "plt.figure(figsize=(15, 15), dpi=80)\n",
    "plt.subplot(1, 1, 1)\n",
    "width=0.8\n",
    "plt.bar(index,values21,width,label=\"车流量\",color=\"#87CEFA\")\n",
    "plt.xlabel(\"景点\")\n",
    "plt.ylabel(\"车流量\")\n",
    "plt.title(\"各景点的4月3日14点车流量对比\")\n",
    "plt.xticks(index,index1)\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[15,10],facecolor=(239/255,248/255,253/255))\n",
    "ax1=fig.add_subplot(1,1,1,facecolor=(239/255,248/255,253/255))\n",
    "ax1.spines['top'].set_visible(False)#去掉左边边框\n",
    "ax1.spines['bottom'].set_visible(False)#去掉下方边边框\n",
    "ax1.spines['right'].set_visible(False)#去掉右边边框\n",
    "ax1.spines['left'].set_visible(False)#去掉左边边框\n",
    "ax1.grid(True, 'major', 'y', ls='--', lw=.5, c='black', alpha=.3)\n",
    "values10=res1[:,4,2,4]\n",
    "values11=values10.tolist()\n",
    "values21=tuple(values11)\n",
    "width=0.8\n",
    "ax1.bar(index,values21,width,label=\"车流量\",color='pink')\n",
    "ax1.plot(index,values21,'^-',color='deepskyblue')\n",
    "for x,y in zip(index,values21):\n",
    "    plt.text(x,y+5,\"%d\"%y,ha=\"center\",va=\"bottom\",fontsize=13)\n",
    "plt.xlabel(\"景点\",color='K',fontsize=15)\n",
    "plt.ylabel(\"车流量\",fontsize=15)\n",
    "plt.title(\"各景点的4月3日14点车流量对比\",fontsize=15)\n",
    "plt.xticks(index,index1,fontsize=10)\n",
    "\n",
    "ax1.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "ff=open('d://data.csv','w',newline='')\n",
    "csv_write=csv.writer(ff)\n",
    "biaoti=['景点','月份','日','小时','客流量']\n",
    "csv_write.writerow(biaoti)\n",
    "for i in range(13):\n",
    "    for j in range(12):\n",
    "        for k in range(31):\n",
    "            for l in range(9):\n",
    "                if res[i][j][k][l]!=0:\n",
    "                    csv_write.writerow([index1[i],j+1,k+1,l+9,res[i][j][k][l]])\n",
    "ff.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "ff1=open('d://cardata.csv','w',newline='')\n",
    "csv_write=csv.writer(ff1)\n",
    "biaoti=['景点','月份','日','小时','车流量']\n",
    "csv_write.writerow(biaoti)\n",
    "for i in range(13):\n",
    "    for j in range(12):\n",
    "        for k in range(31):\n",
    "            for l in range(9):\n",
    "                if res2[i][j][k][l]!=0:\n",
    "                    csv_write.writerow([index1[i],j+1,k+1,l+9,res2[i][j][k][l]])\n",
    "ff1.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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i8Xx/ZqfODD6/7DzHoqIi7rp9FGPH3Uff/v25feSNDBx0Hi1btWLl+s1YLBY2b8o65s/N6XTy+czpdOzU5ZjniojUFRVbs1pERGqFY839OtLm4p/Mms1Nt47m/U9msGz1elq1bsOkl1/l978X0Pec/sz6ek6ZDbP3xMYy/LJhRC9fxqaNG+jf82wKCwuB4pUm53zzFQD/+/1XBvbujt1ur3A7Bp0/hMefeQ4oXmkzIqLsFgjlGXH9jcz5ejbr167B7Xbzyosv0L1nr1KL3Xw+YzpDh1181OGMh+twZkf+mfsnzz/1BPvj4/nu69ksi/qX/1xduqe0wuHv4FYEVeHVlybx4L3F22JMGHcXH7//LgB//PYLF5x7jme453+GXcBH700rc/3++HiuufxiLrhwWKlVOfue059HHn+KO265iVmfflLmupeef4bLr7zKs//iv4sW0v0Igdput5daGXXD+nX8d8pkZs+ayVeff8ZXn3/G5k0b2bRxg+f7Lz+bwZQXniMtNdVzXUFBAbePvAGLxcKjTz7NBRcOY8gFQ5n83NPAsbfaME2T/Px8pn/0Pr26nMkbr75yxNdswj1j+fmHOUe9n4iIv1H4ExHxI4f/oltYWMgXMz+lX7cuLPjnb1JTU0hLTSUvNxfDMLBYLLQ/7XTuuWM0Qwb05c8/fvNc+947b9KtR0/Ov2Aop5/RgdSUZH6c8y1QPLz0+aeeoKCggMihF2Gz2Xjp+Wc817rdbqa9+ToNQ6w0DLEy+flncLlclGfXzh1E1D/6sNISAwefx+gxdxE5sB8d2rZg3t9/MfWt/w88W7dsZuYnHzH2nrJbPxQWFrJuzWqiliwmOSkRm83mOdawUSO+/ek3opYsos9ZHXnnjdeY9c0cup51dql7uFwuz2qf5X2VLPZypLZW1oGEBH6c8y0PPjYRgDM6nMlH703DNE0Gnx9JWmoKs2YUB7ex48bz0vPPsP+QbRz++O0Xhgzow+kdOvD+9JlleukeffJpJjz8GPffM5Ybr7mSLZs3AfDnH7/x0/dzePCxJwD4Yuan7NkdywUXXYzb5fL8PTMMg8zMDP5dvJDB/Xp57nv6GR346Y+5zPt3OQuWrmTB0pVcf/Mt3HTLaM/386NWMHfx0lIL9YwZdTOxu3bx1fc/eRawmTL1TZ5/6RXPOTu2b+PfRQvLhHuXy8Wq6JW8/uoU3n3zDR6e+ASrN2+n/8BzCQwMZOOG9WRlZpKVmcmmjRuY/flnpB/shRQRqSs07FNExIcUFhaydvWqI241cO0NN5U5f+m/S3j7/Y8YOPg80lJT6d7xNE45tT1dzupGg4YNGf/AQ9w74UG++3o2jRsXDwnMzs7mp++/4633PwKKexyvuuZatm7eDMDtY+9m5icfsWXTRrr16MnTL7zIIxPG88SzL1CvXj0KCgrK7PO3aeN6T72WRf3L5zOms3PnDnZu38aAc8tuBH6kFTUnTXmVkaNuY+f2bfQ9Z4BnGCPAxAcncMVVVzOonOGEQUFB3H3HaOL37WXI0AvpcNhy/z1792Huoqhyn1nC5XJVaLXP8sLfwMHnsX577BHvXd49v5n9BWd26uxZ5OSa627g3bfeIG7fPtq0bcvd4yewctkybrvzLq678Wbee/tNfpzzLfdOeJBff/qB0Tddz2NPPsNDE584Yq/ZE88+T7cePXhkwn2sXRVDx06dqRdejwcffZwuXc9i2puv8/Kk5/ji2x+w2Ww4HA7yHQ4AevXpy3VXXk5ISAgTHn4MgB/nfMt/p0ymXr2IUmEzJTkJwzD4d/EiT5nbdJNjt/P4089y+ZXDeeGlV4moX58GDRt6zml+8sml6nv37aPYHbuL+x58pFS51WrlpltGc3LLloy+Y0ypOawjrr+RSc88ybQ3XvOU9R84iOsODh8WEakrjIx8l3eWLhMRkUrLzc3Fnp1d5hfi6pCdnV1qOKbb7S4VIA793jRNcnJyPCsqrlkVQ1BwsGeeWuKBAzjy8mjXvj0AaampPPXYw/To3YeLL72cVq1bV0mdXS4XRUVFZYawljja3na1VVZWFvUP6Rk99Od++Gty+Gu2Jza21NYYR5Ofn1/uqqupKSkkJSV6XktvO7yNIiJScQp/IiIiIiIidYDm/ImIiIiIiNQBCn8iIiIiIiJ1gMKfiIiIiIhIHaDwJyIiIiIiUgco/ImIiIiIiNQBCn8iIiIiIiJ1gDZ5FxERERERn1NU5CQ9cT/OggKgLu5eZxAYHEyj5i0JCAis0BUKfyIiIiIi4nPSE/fTICKCho0aYRiGt6tT40zTJD09jfTE/TRtdUqFrtGwTxERERER8TnOgoI6G/wADMOgUaPGB3s+K0bhT0REREREfJBZZ4NfieL2V3zIq8KfiIiIiIhIHaDwJyIiIiIicoIcDgcul+uY52VkZNRAbcqnBV9ERERERMTnBSxZVaX3Kzq3Z6XOn/ziJNq1O5Xb77ijVPkDE+7n7nvGccoppxAYGMjLU15i8ODzuOTSS3E6nVitViwWC/Hx8fTr05sOZ55Z6vrt27axbMVKWrVqdcJtUvgTERERERE5QQEBAYSHh5cpv2bEtbw29b+YpsmePXvYvm0bGzds5N1p03C5XLz08sv06NGD4ODgI97barVWTR2r5C4iIiIiIiJ1WE5ODna7vVTZ7t27cRUV8eFHHwPw7DNPM3r0bVw0bBgffvA+jz/xpOdcq9XK9TfcQMeOnUrdY+vWLQQFBVVJHRX+RERERERETtCWzVvIzs7mjjvv9JQFBwfz+OMTuWbECPIdDj6bOZNOnTrzw/ffk56RTnZ2NlNefoVZn33G1199Rf369TmQcKDMvW8dOZJ7x49n2MUXn1AdFf5ERERERMSnpKaksD8+nnantq+yXrETkZWVRWZWJoZhkJycTNOmTQFo0aIF8xcsxG63k5iYyHXX30Dbtm09wzgfn/gYpmlyy6230rtPH56YOJFzB53Ljh07ME2TM844gyWLl/Df116jY8eOJ1xPhT8REREREfEpE8aN5d677yr+xjSJj4/nFC/WZ9o7b3PTzTfTskVLnnh8Ip9M/9RzzGq18vprU3lpystcdOFQ+vbty6WXXc7kSZP45bffPOe53W5Wr15Ftj2blORkTNNkx44d7Nyxo0KriFaEwp+IiIiIiPiM2bNmkp2V7ek9y7bbsVq8t4Pd0qVL+fPPP1m4aDFWq5XPZs7k7bff4r777gfgm6+/JiAgAKfTiS3MRlFREaZZdoP6evXqMWr0aBo1bszaNWtxu9306NmDtNRUIiIiqqSuCn8iIiIiIuIT4vbt4+UXX+CPeYs4sHs7ABEREURERBDrdBJerx6NGjcGYE9sLKGhoTQ7+eSD1+4FoHWbtp777duzp9Q1lfXN11/z6quv8Otvv3vC6MxZs7j0kotZFbOKFyZN4rXXpvL3P/P4688/6duvL1lZWZ7rk5OTWbN6NRcNG8aC+fNZtGgRVqvV0/MXHx+H2+2mZ89etGnT5rjqeCht8i4iIiIiIrWeaZqMu/M2npk0mVatWx/z/EaNG5OUlEhiQgJx+/aSlppKo0bHF/LKs3XrVn75+Wfm/v0PLVq08JRHRETw9z/zaNfuFOLj47n55puJjY3lpZcmc+eYsTidToqKiigoKODiYRcRHx/P6tWr+fLLL6gfUZ9wWzi28OKvcFs4EfUiePfdaURHR59wnY2MfJd5wncRERERERGpRu+/8xarY6L5+LMvAIhePI8B5w7yLPhSXi9ebm4O2ZlZZGVlEhAYyGmnn1Hqnifa81dR+fn55OXl0ahRoyq/97atW2jZ/sxjn4h6/kRERERExAf8+P13LJj3Nx3atqBD2xY4nU62bdlMVmbmEa+x2cJp2rw5TqeTli1b1WBtSwsJCamW4GeaJmAc87wSmvMnIiIiIiK13tyF/5b6/rtZ0zm7W3ci6tc/6nXJiYnUb9CA0LCw6qxejTNNk/T0NAKDgyt8jYZ9ioiIiIiIzzm3dze++PIrAqwWwCQ9LY3g4BBs4TYAXCakFrgoSj1A85NbYLWWHfR4+DW+xSAwOJhGzVsSEBBYsSsU/kRERERExN88FGswMwlGN4OppyrygOb8iYiIiIiIn0kshFlJ4MbgyxRIKvR2jWoHzfkTERERERGvaLB8dbXc9wmzDUWcBIDbbfL2qlTeNfZV+XMy+/Wo8ntWJ/X8iYiIiIiI3zhgBvIpTShZBbMQCzNoQqKpfi+FPxERERER8RuTOBnXYWUuYBItyju9TlH4ExERERERv7EMG0WHxZxCLCzFF1f0rFrq+xQREREREb+xxthCT7MjDXAxz9ju7erUKur5ExERERERv5FjWlhHGAPI8XZVah2FPxERERER8RsrsOHCoL/CXxkKfyIiIiIi4jeiCMfA5BxyvV2VWkfhT0RERERE/EYU4XTBQX3j8DU/ReFPRERERET8gsuE5dg03+8IFP5ERERERMQvbCKUbAIU/o5A4U9ERERERPxCFOEAWuzlCBT+RERERETEL0QRTnMKaUeht6tSKyn8iYiIiIiIX1hKOAPIwTC8XZPaSeFPRERERER83gEzkN0EM0BbPByRwp+IiIiIiPg8zfc7NoU/ERERERHxeVGEE4Kb7uR5uyq1lsKfiIiIiIj4vCjC6UMuQYbp7arUWgp/IiIiIiLi0/JMC2sI1f5+x6DwJyIiIiIiPi2aMIqwKPwdg8KfiIiIiIj4tJLFXs5R+DsqhT8REREREfFpUYTTEQeNDJe3q1Kr1Wj4S05KYlDfngCMH3sHFw4ewNQpkz3HK1omIiIiIiIC4DZh2cHN3eXoajT8PT3xEfIdDn796QdcLhdzF0WxZ3csu3buqHCZiIiIiIhIia2EkEGAwl8FWCc+9exzNfGgxQvms2vnDgryC8jPd3DJ5VfQ/rTTcTgc7ImNJXrligqVndWte5l7z/zkIx64924+m/4xuTk5NGzUiMDAIBITEkhJScZmC2d37C6chU7y8/PZvz+e4OAQ9sfFkZ6eRkhIKHt2x+IqcpGbm0tCwn5CQ8PYt3cPWRmZBAYFsXfPbky3SXZ2NgcOJHjumZNtx2K1sm/vHgwMMjIySEw84Dmem5MLhkHcvr1YDAtpqakkJSV6jjvyHLhcLuLj9hEQEEhyUhLJyUme4wX5BTidTuLj49QmtUltUpvUJrVJbVKb1Ca1ya/alLJuPSGBQcQlJ5GWnUloUDCxCfG4XC5yHQ72pyQTFhzCnsQEMu12ggIC2H1gP6Zpkp2bS0JqMgtsrfjD0ojxKatoQhF7EhMwgAx7NgfSUggPCWVXQjy5DgcGBnsTE7AYBqlZmSSmpXqOOwrycblc7EtKJNAaQFJ6GknpaZ7jBYWFOIucxCUnEhQQQEJaCvFWauXr1Lhxk3IzmZGR76r2jTAKCwu5+rKL+eLb77lpxHDanXoqY8aNp+tZZzP/77msW7uG2J07KlT2wCOPVXd1RURERESkBjRYvvqE7zHKPIU/qE8S6zCMKqhUJWT261GzDzxBNTLs883/vsLtY++ifoMGANjCw8l3OADIzc3B7XZXuExERERERKREFOH0J6fGg58vqpHwt3D+PD754H0uGzqEDevX8ufvv7F8aRQAG9evp03btnTr3qNCZSIiIiIiIgDJZgA7CdF8vwoKqImH/DFvoee/Lxs6hNnf/8QlkYNJPJDAP3/9ydzFSzEMo0JlIiIiIiIiAEsP7u+n8FcxNTLnrzyZGRksmPc3/QcOolnz5pUqExERERER33eic/4eMVvxNk3JYg0hRs3HGl+b8+e18CciIiIiInXbiYa//uaZGECUsbVqKlRJvhb+anSfPxERERERkaqQbxqsIkxDPitB4U9ERERERHzOKmwUYlH4qwSFPxERERER8TlRBxd7OUfhr8IU/kRERERExOdEYeN08mlqFHm7Kj5D4U9ERERERHyKaRZv86Ahn5Wj8CciIiIiIj5lB8GkEqjwV0kKfyIiIiIi4lOitLn7cVH4ExERERERnxJFOA0pogP53q6KT1H4ExERERERnxJFOP3JwWJ4uya+ReFPRERERER8RpppZSuhGvJ5HBT+RERExGPfnj2MGTWSy4YO4eVJz1NQUEDvrh3p0LaF516OLRoAACAASURBVKtFw3BenTyJz6Z/XKr89NbNaRQaAEDigQP8Z9hQmkWE0uW0U/j1px+83DIR8RfLNN/vuAV4uwIiIiJSOzidTkb851IeeHQivfr05cF77yEoOJjoDVs85xQVFdG/x1lcMfxqzuzYiVtvv9NzbPasmcz7ey4A998zhu69evHFdz/w5++/Mu7O2xg67BJCQkJqvF0i4l+iCCcAN73I83ZVfI7Cn4iIiACQlJjI7Xfdw/U3jQTgsv9cyarolaXO+WLmp/Tpdw5nduxUqrywsJDXXpnCnF/+wDRNrrhyODfeMgrDMLjqmmsZM2okGenpnNyiRY21R0T8UxTh9CCPMMPt7ar4HA37FBEREQBatW7NmLvHAbBzx3Y+n/kpw6+9znPc7Xbz9utTmfDIY2Wu/e6rL+nZuw/t2rfHMAxuunU0hlG8EsPc//3OKe1OVfATkRNWaBpEY9OQz+Ok8CciIiKlLJo/j2Hnn4vNFs7AQed5yv/32y+cdsYZnHb6GWWu+eDdd7jr3vvKlDscDp578nGeePb56qyyiNQRawgjH4vC33FS+BMREZFSBg+JZHNsHC1bteK5Jyd6ymfNmM5Nt4wqc/6aVTEUFRXRo1fvMscef2gCHTt3ZsT1N1ZnlUWkjijZ3L0/uV6uiW9S+BMREREA4vbtY1nUvwAEBQUxfMS1bNqwAYD0tDRWLFvKhRdfWua6776ezVVXjyhT/smH77P03yW88+H06q24iNQZUYTTjgJONpzeropPUvgTERERAHJy7Nx4zZXs3LEdl8vFj3O+o+85/YHieXu9+/YjNDS0zHV//PoLkRdeVLrst1+Y8sKzzP7+JyIiImqk/iLi30yzOPxpyOfxU/gTERERADp26szkV6Yy/NJhdDmtLTabjYlPPwvAwvnz6Nd/YKnzEwsh8q89JCcncXb3HqWOvfLiC+Tl5nLpBed59gFcsWxpjbVFRPzPboJIIlDh7wQYGfku09uVEBEREd/zUKzBzCQY3QymnqpfJ0Sk8hosX13hcz83G3ELp7KeTXQ1HNVYq4rL7Nfj2CfVIur5ExERkUpLKICZSeDG4MsUSCr0do1ExN9FEU4ERXSidgQ/X6RN3kVERPxYZT5Vr4y7zXa4aQyA223y9qpU3jX2VflzfO1TdRGpPlGEcw65WA1v18R3qedPREREKuWAGcj3NPR8X4iFGTQh0dRnyiJSPTJNK5sI1Xy/E6TwJyIiIpUyiZNxUfqjdxcwiRbeqZCI+L3l2DAxFP5OkMKfiIiIVMoybLgPC3+FWFiKzUs1EhF/F0U4Vkz6aHP3E6LxGSIiIlIp0Wwhgu6MIZW/iKAdhfxh7PB2tUTEj0URztnkEW64vV0Vn6aePxEREamULYTiwEovconEzmLCKTS1AoOIVA+nabACm4Z8VgGFPxEREamUaMIA6E0ukWSTi5WVGvIpItVkPaHkYVX4qwIKfyIiIlIpMdiIoIjTKWAwdgxM5lHP29USET8VRTiAwl8VUPgTERGRSonGRk/ysBjQyHDRgzzmEeHtaomIn4oinNYU0MpwersqPk/hT0RERCqswDRYRyi9yPOURZLNcmzkmvq1QkSqlmkWhz/1+lUNvUuLiIhIhW0gFCcWeh+y3HokdpxY+Pfg0CwRkaoSRxD7CVL4qyIKfyIiIlJhMQcXdul1SPgbSA6BuDX0U0SqnOb7VS2FPxEREamwaMJojJNTKPSUhRluziFXi76ISJWLIhwbLrri8HZV/ILCn4iIiFRYDDZ6kYdx2LZ+kWSzhjDSTat3KiYifimKcPqRS4C2Eq0SCn8iIiJSIXmmhU2ElprvVyISOyYGC9X7JyJVxG5aWE+ohnxWIYU/ERERqZC1hOLCKLXSZ4k+5BKOS/P+RKTKrMCGG0Phrwop/ImIiEiFRB9c7KW8nr9Aw2QQds37E5EqE0U4Bib9FP6qjMKfiIiIVEgMNk6mkBZH2Gh5CHa2Ecp+M7CGayYi/iiKcLriIMJwe7sqfkPhT0RERCokmrBye/1KRJINoKGfInLCXCYs1+buVU7hT0RERI4p27SwjdBy5/uVOAsHTXBq6KeInLCNhGLHqvBXxRT+RERE5JhWH2W+XwmLAedjZz4RmGZN1UxE/JE2d68eCn8iIiJyTNGEARy15w+Kh37GE8QOgmuiWiLip6II52QKaUuht6viVxT+RERE5JhisHEKBTQxio56XiR2QPP+ROTERB2c72doc/cqpfAnIiIixxSNjV5HGfJZoj0FtKZA8/5E5LjtNwPZS7CGfFYDhT8RERE5qjTTym6C6X2MIZ8AhlHc+7eACNya9ycix2Gp5vtVG4U/EREROaqYg4u9VKTnD4rn/aUTwDpCq7NaIuKnoggnFBfdcHi7Kn5H4U9ERESOqiT89axAzx8Ub/YOmvcnIscninD6kEegoeEDVU3hT0RERI4qmjDOIJ/6hqtC57cwnHTEofAnIpWWa1pYQ5iGfFYThT8RERE5qhhsR93frzxDsLOYcApNLdUnIhUXjQ0XhsJfNVH4ExERkSM6YAayn6AKz/crEUk2eVhZcXDIqIhIRZRs7n6Owl+1qLHwl5GezoJ//iYtNbWmHikiIiInKKaCm7sf7jzsWDCZry0fRKQSoginEw4aVnCYuVROjYS/zIwMrht+Batiorn8okhSU1LoctopXDZ0CJcNHcKmjRsAGD/2Di4cPICpUyZ7ri2vTERERGpGNDYsmHSvZPhraLjoQZ7m/YlIhblNWIZNQz6rUUBNPGTThvVMfmUqvfv2Iyszgy8+m8HV113P85Nf9pzz608/4HK5mLsoinvH3M6unTvYvHFDmbL2p51eE1UWERERiuf7dcKBzXBX+tpIsnmdZuSaluO6XkTqls2EkEmAwl81qpGevwGDBtO7bz+ilixmVXQ0oaGhzP3jdyIH9mP82DsoKiri38WLuPKaEQCcf8FQlkf9W26ZiIiI1AzTLF7psyKbu5dnCHacWFhycA6PiMjRaHP36med+NSzz9XEg0zT5O3Xp+J0FnL5lcO5e/z9jLv/AX758XsCAgPZsnEj50VeQLNmzUlMSCB21y6SkxLLlJ0zYGCZe8/85CMeuPduPpv+Mbk5OTRs1IjAwCASExJISUnGZgtnd+wunIVO8vPz2b8/nuDgEPbHxZGenkZISCh7dsfiKnKRm5tLQsJ+QkPD2Ld3D1kZmQQGBbF3z25Mt0l2djYHDiR47pmTbcditbJv7x4MDDIyMkhMPOA5npuTC4ZB3L69WAwLaampJCUleo478hy4XC7i4/YREBBIclISyclJnuMF+QU4nU7i4+PUJrVJbVKb1Ca1qdJtSly1GgPIsGdzIC2F8JBQdiXEk+twYGCwNzEBi2GQmpVJYlqq57ijIJ89ZiCvB53CzQXxtEzdQ1J6mud4QWEhziInccmJBAUEkJCWQnJGuue4s6iIhoU5vBvclgZF+ZyRuI207ExCg4KJTYjH5XKR63CwPyWZsOAQ9iQmkGm3ExQQwO4D+zFNk+zcXPZQVCdeJ7VJbaqrbUpZt56QwCDikpN4z3oyaQFh3Bq/tMLvEQmpyZ73HXteLlaLhT2JCcf9vudyudiXlEigNYCk9LRjvu/FW6mVr1Pjxk3KzWRGRr6rRndPnPzcM3Ts3JnhI64D4MN33yn+ixG3j6uvvZ7effvx608/sH3bNlKSk8qUPfTY4zVZXREREZ/WYPnq4752jtmQEbRnJZvpbRxf7995ZgfsWFhlbDmu6zP79Tiu60TENxz6HnWa2YWuOPjR2OXFGlWOr71H1ciwzzenvsrXX8wCICsrkwfH38OG9etwuVz8/svPdOl6Ft2692D50igANq5fT5u2bcstExERkZoRQxiBuDkLx3HfI5Js1hBGummtwpqJiL9JMgPYRYiGfFazGlnwZdTtdzL6puuYNeNTOnbuzO//LGTMqJGYpsnFl17OeZEXkJ2dzSWRg0k8kMA/f/3J3MVLMQyjTJmIiIjUjGhsnIWDYOP4BwlFks0ztGQB9biazCqsnYj4E833qxk1PuzzaDIzMlgw72/6DxxEs+bNj1gmIiIiFXO8wz7dJjSiG9eTzgfGvuN+vtM0aEQ3RpLGe8dxH18bUiUilVPyHvWw2YppNCWLNSf0gVNN87X3qBrp+auoBg0bctU11x6zTERERKrXToLJIuC4V/osEWiYDDLt2u9PRI4qinB6ketTwc8X1cicPxEREfEtMdgA6EXuCd8rEjvbCSHeDDzhe4mI/3GYBqsI05DPGqDwJyIiImVEYyMEN51PYLGXEpFkAzBfvX8iUo4YbDixKPzVAIU/ERERKSOGMLqTR4Bx4vfqioMmOJlHvRO/mYj4nZLFXvpXwUgDOTqFPxERESmlyITVhNG7in4RsxhwPsXz/kxN5xGRw0QRTgccNDGKvF0Vv6fwJyIiIqVsJYQ8rFUy369EJNnsJ4jtBFfZPUXE95kmLMWmXr8aovAnIiIipUQfXOzlRFf6PFQkdgCt+ikipWwjhDQCNd+vhij8iYiISCkx2KiHizPIr7J7tqeANhQwX/P+ROQQSw9+2KTwVzMU/kRERKSUaGz0JBdLFSz2UsIwinv/FhCBW/P+ROSgKMJpRBEdqvDDJjkyhT8RERHxKDQN1hFKryoc8lkikmzSCWAtYVV+bxHxTVGE058cjCr8sEmOTOFPREREPDYQSiGWKlvp81Dne+b9aeiniECaE7YRqiGfNUjhT0RERDxiDvbKVeVKnyVaGE464tCiLyICwIriz4MU/mqQwp+IiIh4RGOjEUW0o7Ba7h9JNksIp9DUGC+Rum6l3SAQd7V82CTlU/gTERERjxhs9CK32ubfRGInDysrDq7wJyJ11wo79CSPUEOrQNUUhT8REREBIM+0sJHQapnvV+I87FgwNfRTpI4rcMOaHOivIZ81SuFPREREAFhHKC6Malnps0QDw0UP8rToi0gdty4XCkxD8/1qmMKfiIiIAMXz/YBq7fmD4nl/y7GRY+rXEJG6aqUWe/EKveuKiIgIULzSZ3MKaYGzWp8TiZ0iLCwhvFqfIyK11wq7Qbtgk2ZGkberUqco/ImIiAhQ3PPXm7xq32x5ADkE4Wa+5v2J1EmmWbzYSx+N/q5xCn8iIiJCtmlhGyE1suR6mOGmPzma9ydSR+3OhxSnQd8IrfJZ0xT+REREhNXYMDGqfb5fiSHYWUsYaaa1Rp4nIrVHyebuffX5T41T+BMRERFiCAOo1pU+DxVJNiYGCzT0U6TOWWE3iLCanBnq7ZrUPQp/IiIiQjQ22lLASTW0+EJv8gjHpaGfInXQCjv0rgeWap5fLGUp/ImIiAgxhNXIfL8SgYbJYOxa9EWkjsksgq0Og371NN/PGxT+RERE6rg000osIfSuoSGfJSKxs50Q4s3AGn2uiHjPSs338yqFPxERkTpu1cHN3Wuy5w9gCNkAzFPvn0idsdJuYMWkh7b59AqFPxERkTou+mD461nDPX9dcdAEp+b9idQhK+xwlg1sWujXKxT+RERE6rgYwjidfBoYrhp9rsUo3vJhHhGYmv4j4vecbliVo83dvUnhT0REpI6LxlZj+/sdLpJsEghiO8Feeb6I1JwNeeBwG/TVYi9eo/AnIiJShx0wA9lPUI3t73e4SIpXf9C8PxH/p8VevE/hT0REpA4r2dzdWz1/p1JAWwoU/kTqgBV2g9bBJi3U0e81Cn8iIiJ1WAw2LJh091LPn3Fw3t8C6uHSSDARv2WasCIb+miVT69S+BMREanDYgijEw5shttrdYgkmwwCWHuwF1JE/E9cARxwGvSN0Kc83qTwJyIiUkeZZvFiL96a71diyMF5f/O15YOI31p+cL5fP/0z9yqFPxERkToqjiBSCPTafL8SJxtOOuHQvD8RP7bSblDPatJJHfxepfAnIiJSR0UfHGbp7Z4/KB76uYRwCk3D21URkWqwwg69wsGqf+JepfAnIiJSR8VgIxA3Z9eC8DcEO3lYWY7N21URkSqWXQSb87S5e22g8CciIlJHRWOjKw6CDe8vwHAediyYGvop4odicsCNNnevDRT+RERE6iDTLF7p09vz/Uo0MFz0JI95WvRFxO+stBtYMOmlf95ep/AnIiJSB+0kmCwCasV8vxKRZLMCGzmmfj0R8Scr7NA5DOpZvV0T0buriIhIHRRzcG5dben5g+LwV4SFJWgXaBF/UWRCjF3z/WoLhT8REZE6KJowQnDTiXxvV8WjP7kE4da8PxE/sjkPctya71dbKPyJiIjUQTHY6E4egbVgsZcSYYab/uQo/In4keXZxX/21T/rWkHhT0REpI5xmbCaMHrVoiGfJSKxs5YwUs0Ab1dFRKrASrtBiyCT1kHeromAwp+IiEids5UQcrHWqvl+JSIp7iZYqFU/RfzCCjv0rQeGNnevFRT+RERE6pjog4u91KaVPkv0Jpd6uLTlg4gf2F8A8YUGfTTfr9ZQ+BMREaljYrARjosOtWixlxIBBgzCrnl/In5ghb34z776LKfWUPgTERGpY6IJoyd5WGrpMKxI7OwghDgz0NtVEZETsNJuEGYx6RLm7ZpICYU/ERGROqTQNFhHWK2c71eiZN6fev9EfNsKO/QMh0AljlpDL4WIiEgdspFQCrDUypU+S3TBwUk4ma95fyI+K8cFG3K1uXtto/AnIiJSh8RQPP6qNvf8WQwYcnDen6l1IkR80uoccKHN3WsbhT8REZE6JBobDSmiHYXerspRDSGbBILYUfvWpBGRClhhBwNTPX+1jMKfiIhIHRKDjV7k1vo9tyIpXiZwUZaXKyIix2WF3eDMUKgf4O2ayKFqLPxlpKez4J+/SUtNralHioiIyCEcpsEGQuldC/f3O9ypFNCWAhZn1fKUKiJluE2ItkNfrdlU69RI+MvMyOC64VewKiaayy+KJDUlhfFj7+DCwQOYOmWy57yKlomIiEjlrSMMF0atXuylhGEUr/q5JAtcmjIk4lO25EG2S/P9aqMaCX+bNqxn8itTeXjiE0QOvZDFC+fjcrmYuyiKPbtj2bVzB7/+9EOFykREROT4RGMDavdiL4eKxE6Wy2CDb1RXRA7S5u61l3XiU88+V90PadP2FFq2akXUksV8M/tLMjMy+M/V19D+tNNxOBzsiY0leuUKLrn8imOWndWte5n7z/zkIx64924+m/4xuTk5NGzUiMDAIBITEkhJScZmC2d37C6chU7y8/PZvz+e4OAQ9sfFkZ6eRkhIKHt2x+IqcpGbm0tCwn5CQ8PYt3cPWRmZBAYFsXfPbky3SXZ2NgcOJHjumZNtx2K1sm/vHgwMMjIySEw84Dmem5MLhkHcvr1YDAtpqakkJSV6jjvyHLhcLuLj9hEQEEhyUhLJyUme4wX5BTidTuLj49QmtUltUpvUJrWp0m1KXLUaA8iwZzPNbEJmYBg3xi8j1+HAwGBvYgIWwyA1K5PEtFTCQ0LZlRCPoyAfl8vFvqREAq0BJKWnkZSe5jleUFiIs8hJXHIiQQEBJKSlkJyR7jnuLCoiv7CA+OQkQgKDiEtOIi07k9CgYGIT4nG5XOQ6HOxPSSYsOIQ9iQlk2u0EBQSw+8B+TNMk1JHNB6HtaB3g5KTkHX79OqlNapM/temNXXlkmIHcG57O/mO0KWXd+uN+j8jOzSUhNdnzvmPPy8VqsbAnMcHzvncgLcVzvDre9+Kt1MrXqXHjJuXmMiMjv2YGU5imySMTxpOwP57GjZswZtx4up51NvP/nsu6tWuI3bmjQmUPPPJYTVRXRETELzRYvtrz353MzrSngF+NnV6sUeV0DOlJiyD4vpOGj4n4iu6rDbraYFaHY/+7PfQ9yhdl9uvh7SpUSo0t+GIYBlPfmkbnLmexcvky8h0OAHJzc3C73djCwytUJiIiIpVnNy1sJcQn5vsdalB9WGaHAv0KIOITkgphT4FBH833q5VqJPy9OfVVvv5iFgBZWZlMePhRli+NAmDj+vW0aduWbt17VKhMREREKm81YZgYPrHS56EG1zdxuA1i7N6uiYhUhOb71W41svPGqNvvZPRN1zFrxqd07NyZS664kksvOI/EAwn889efzF28FMMwuCRy8DHLREREpPJiDi724ms9fwMiwILJ4myDAfXVkyBS262wG4QYJmfbvF0TKU+Nzfk7XGZGBgvm/U3/gYNo1rx5pcpERESkYkrm01xvnsoybOw1Nni5RpWT2a8HF2wwCDDgzy4KfyK13dANBoEG/FHBf6+a81ezaqTnrzwNGjbkqmuuPa4yERERqZwYwujlY0M+S5wbAdMOQI4Lwq3ero2IHInDBetyYdzJ3q6JHEmNLfgiIiIi3pFuWtlFiM/s73e4wfVNikyDpdneromIHM3qXHCaWuylNlP4ExER8XOrfHS+X4m+9SDYMFmcZXi7Kj5txscfcnrr5jStF8KtN4wgJyeHAwkJDDt/EB3atuCc7l1ZOO8fz/nDL72I01o1o0PbFnRo24IvP5sBgNPp5L677uS0Vs244NxziN3lO1uHSPXSYi+1n9eGfYqIiEjNiCYMgJ4+Ouwz1Ap96sHiLG/XxHetil7Jm1NfZc4vf9C6TVuuu+pyPnz3HbZs2si1N97IbXfexb+LFnLzdVezfd8BgoKC2LB+Heu37yYsLKzUvaZOmczWrVtYu3UXq1auYOzoW/hbi/IJsNJucEaoSaNAb9dEjkQ9fyIiIn4uBhunkU9Dw+Xtqhy3QfVNNuQZpDm9XRPfFBQUxMzZ33B29x40atyY84ZcQNzePWzauIH+AwcBMGDQYBx5edizs9kTG0vTZs3LBD+AOd98xQOPPEZ4eDiDh0SSn5/PntjYmm6S1DJuE1ba1etX2yn8iYiI+LlobD4736/EoPrFfy7RvL/j0vXsbnTv2cvz/dw//6DfgIF0696DmZ98RE5ODp98+D5dzjqbxk2asCpmJclJiXRu34ZTW5zEQ/eNo6ioCID4uH10697Tc6+2p5zCjh3barxNUrvscEBGkeb71XYa9ikiIuLHEs0A4gny2ZU+S/QIh3pWk0VZBlc21i+XJ+KLmZ9SkJ/PNdfdwFndunPlxUPZsG4d27Zu5uOZXwAQEBDA/Q89ythx48mx27n68ouZPWsmt9x2B263m/oNGnjuFxZmIysz01vNkVpC8/18g8KfiIiIHyvZ3N3Xe/4CDOgfoXl/J2rH9m08++REvv/1f1gsFu645Sb+WvAv7dq3JykxkSED+vLr3Hn8Z/g1nmsaNmrEDSNvZd7ff3HLbXfQqHFjsjIzPUNCHY48rFbtwVHXrbAbNA4wOS3E2zWRo9GwTxERET8Wgw0LJt19vOcPird8iM03iCvwdk18U2ZGBjddcxVPP/8i3Xr0JCU5mf3xcbRr3x6AZs2bc3KLFqxZFcP3335NSnKy59qE+HhPwOt7Tn+W/rsYALfbzZpVq2jdpm3NN0hqlZX24oWZDC3KW6sp/ImIiPixaMLoSD7hhtvbVTlhgyKK/1yi3r9KczqdXHvV5Qw6fwij7hgDQOMmTTAMg08+fJ8d27cx69NPWL92DR07d2FV9EomP/c0OTk5rF29itmfz+TKq0cAcOvtd/L8U0+waP48nn1yIiEhIfTo1dubzRMvS3XCznzN9/MFGvYpIiLip0yzuOfvYvwjLXUMgyYBxfP+bmyqXzIr4++//kf08mXE7tzBrz/9AECffucw/fPZPD3xUZ569CEi6tfnpalv0KlzF2577DkuvPFWvm1zMi1btuLhx5/iiquuBiBy6EU88ezzvPDMkzRu0oSvfvgZi0X9CXXZSs338xlGRr5L754iIiJ+KK4AzlptYRp7GWekeLs6xyWzX49S39+23WBZNmzuaWp4WTV6KNZgZhKMbgZTT9WvinJ0z+w1+PAA7O1jElLJzwEaLF9dPZWqIYe/R9V2+phGRETET63NKf7T11f6PNTg+iaJToPtDm/XxH+tz4UZSeDG4MsUSCr0do2ktltph7NtVDr4Sc3TsE8RERE/tTrHIAA3Z/tV+Cv+c1EWdCi7/3idUl09JveYnTAp/uG63SZvr0rlXWNflT7D13pL5MgK3MUfNN3Z3Ns1kYpQPhcREfFTa3OhKw5CDP8ZtndKCLQJNlmSrTGf1WGFGcYmQj3fF2JhBk1INNVfIOVbmwsFpkFfLfbiExT+RERE/JBpwpoc6O1HvX4lBtcvXvFTqxZUvVtpV6bMBUyiRc1XRnzCiuziP/tosRefoPAnIiLih3bnQ5bLoJePb+5ennMjTLJcBuv9r2letcUMYRshQOle1UIsLMXmnUpJrbfCbnBqiEnTIG/XRCpC4U9ERMQPrT4YjHr7YfgbdMi8P6k6z9CCcNyksBYXMZyEk5GkYhoxrDG2eLt6UguZZvFiL9riwXco/ImIiPihtTkGIYZJZ/K9XZUq1yyI/2PvvuOjKrMGjv+emcmkZ0INAekgvSQgFiRZib29a++Lay+4ll1X1+4qVnxl7QoKKtZdXfsqLvgCCoSSUAUpIRDSSZ2ZZJLJzPP+MSErSw2ZmTvlfD8fPyN32rmZyc0993nOcxgar1lUJ3V//pKnE/gHnbmLcrqqFkwKTsLOfFLQMr1WHECBC3a3SHP3cCLJnxBCCBGB8h0wKhFiImixl1/LtsEyu2+lQdFxD9CLzrRwF+Vt23KopwRr61RQIfaVK83dw44kf0IIIUSE8WhY44SxSUZHEjhZNk2jV7HSbnQk4W+xTuJf2LiHMmzK07Y9B98PdwFyZi/2L9eusJk1Q+IP/VgRGiT5E0IIISLMlkZwehWZSZE56gcwMQVMaBbK1M8O0Rrupxc9aGYqFXvdN4Am+tLEfFIMik6EuuV23yqfJvk1DBuS/AkhhBARJt/hux0bwQs02iyQkQQL642OJLzNI4XFJPMgpSSovefQKgWTsfMDydJWQ+yjxg2bGqW/X7iR5E8Izi1QTAAAIABJREFUIYSIMPlORZJJMzjCp2Jl2SDPAXbPoR8r9rVn1K8fTVzH7v0+Jod6arCwmoQgRydC3fLWi0xS7xdeJPkTQgghIky+A0YngjnCp2Jl2zQtWrFURv+OyD9JZRWJPEIJ1gMsDDS5te5Ppn6K/5ZrV1iUJjOCa4sjkSR/QgghRARxe2Gdk6g4IZuQBLFKWj4cCY/2rfA5jEaupOqAj0tXbobTKIu+iH3k1sPoBEgwGx2JaA9J/oQQQogIsrERmrRibAQv9rJHvNm32IQ0e2+/9+jCRuL5KyWHHCHOoZ7FJNGsJckWPm6vb8r1sTIgHHYk+RNCCCEiyJ7FXqJh5A98LR/WNyh2u42OJHw0a8Uj9CQTJ+dTc8jHT8ZOA2aWEcErCIl2WesEl5bm7uFIkj8hhBAiguQ7FKlmTb9YoyMJjmyb73axjP4dtjfpynZieZziw1qi/zfYMaGl7k+0kebu4UuSPyGEECKC5Dt9LRBUlMzQy0iCZLP0+ztcjVrxGOmciJ3TObyVclKVh3E0SN2faJNrV/SJ1aRbjY5EtJckf0IIIUSEcHnh5wYYGyVTPgEsytfwfbGs+HlYXqY7pVh5guJ2XSDIoZ5lJOLQcuoY7bT2jfzJqF94kt9gIYQQIkKsd0KLVmQmRlcdTpZNU+BSFDUZHUloq9cmniSd06hjknK067mTsdOCicVE0ZUFsV87m6DcLc3dw5Ukf0IIIUSEyGs9n4+mkT+ArNZStEVS93dQz5NGNRamUdzu507EgRWv1P0JlrXW+02Qkb+wJMmfEEIIESFWOxXdYzS9oqwOZ3gCdIuRur+D2a0tPEcPzqeGcaqh3c9PUF5OwCHJnyDXrkg2a4YnGB2JOBKS/AkhhBARIt8BYxOjZ7GXPZSCSSm+kT8tM9H262l64MDEY0cw6rdHDnZWk0CVlq7e0Wy5HY5J4pD9IUVokuRPCCGEiAAOD/zSCJlR0Nx9f7JtmnK3YnOj0ZGEnhIdw0t05yqqGK5cR/w6k1tXB/1BRv+iVl2Lb1EpqfcLX5L8CSGEEBFgjRM0Kurq/fbIau33t1Dq/vbxOOm0AA9T0qHXOYYGkvAwX1o+RK2VDt9xRur9wpckf0IIIUQEWN262EtGorFxGKVfHPSJ1SySur+9FGgrM+nK9exmgGru0GvFKE02dqn7i2K59QoTmnGS/IUtSf6EEEKICJDnUPSyarpH2WIvv5Ztgx/rwSMz0to8Sk8swAOU+uX1crCzhTiKdIxfXk+El1w7jEyEZCn7DFuS/AkhhBARYLUTMqN0yuceWTZNnUexxml0JKHhZx3Hu3RhKhX0VG6/vGZOa93fAhn9izotGlY5pLl7uJPkTwghhAhztS1Q4FKMjdLFXvaQfn97e4ieJOHlHsr89pojaaQrbqn7i0IbnOD0SnP3cCfJnxBCCBHm9tT7ZUZpvd8e3a0wLF7q/gBW6QQ+oTN3UU5X1eK31zUpmNxa9ydtNaJLrjR3jwiS/AkhhBBhLq91mmO0rvT5a1k2WGaHJq/RkRjrAXrRmRbu8uOo3x451FOClc3E+v21RehaZlf0tGp6y8ce1iT5E0IIIcLcaodiQJwm1WJ0JMbLsmkavYoVdqMjMc4incS32PgLpaQo/2fBOfh+uLLqZ3RZbpd6v0ggyZ8QQggR5vIcMDbKp3zuMTEFTGgWRunUT63hfnqRTjO3UhGQ9xhAE31okuQviuxqguJmxXFS7xf2JPkTQgghwlhFs++kLDPKF3vZw2bxrXq6qN7oSIzxHSn8SDIPUkq8Csx3Qinf6N8PJEtbjSgh9X6RQ5I/IYQQIozlS73fPrJsvtFQu8foSILLq+E+etGPJq5ld0DfK4d6arCwmoSAvo8IDbl2RaJJM1JmGIQ9Sf6EEEKIMLbaAQrNGDkpa5Nl07RoxZIoG/37lE7kk8ijlGAN0KjfHpNb6/4WSMuHqJBrh3FJYInO2dQRRZI/IYQQIozlORRD4iHJbHQkoWNCEsSq6Gr54NHwID0ZRiNXUBXw90tXbobTKHV/UcDhgfVOWewlUkjyJ4QQQoQprWG1U6Z8/rd4s+9EdWEUNXufSxc2Ec9jFGMOUs47mXoWk0Szjp4kOxqtcoAXxbEpUuAZCST5E0IIIcJUcTNUuBUZiXJS9t+ybJoNDYpKt9GRBF6zVjxCT8bh5Hxqg/a+OdhpwMwyZM5xJMut900tHy8XmSKCJH9CCCFEmFrt8N1myEnZPrJtvtsfo2D0bxZdKSSWaRSjgjgI9xvsmNAskKmfES3XrhiW4FtJV4Q/Sf6EEEKIMJXnVFiUZqQsuLiPsUmQbI78fn8N2sRjpDMJO6cS3BVuUpWHcTQwXxZ9iVgeDSscUu8XSST5E0IIIcLUagcMi/fVuIm9WZSv4fuiCB/5e5lulGEN+qjfHpOpZxmJOLScUkaijQ1g9yiOlebuESMov6l1dXVceO6ZnH/WaVx58fk0NzczclA/zj5lMmefMpkN69cBcNuN13Fq9kSmPzmt7bn72yaEEEJEO60h3+FraC72L9um2d6k2NlkdCSBUafNPEU6p1PHJOUwJIYc7LRgYjHyRYxEe5q7y8hf5AhK8vf3D9/n1j/cyadff0f3tB7MePZpLrjkUr76fgFffb+AESNH8eVnn+LxeJi38CcKtxewbeuW/W4TQgghBBQ2Qa1HMTZJrsgfSFZr3V+kjv49TxrVWHicYsNimIgDK16p+4tQuXZFWoymb6zRkQh/Md/7wMOPBPpNMscfQ/8BAwF4/905pPfsxZf//JQP5r7DytxlnHrGmcyZ9QZnnnMuAwcNprGxkcKCAlYsz91n2+ixGfu8/pxZb3Dn1Jt5+82ZOB0OOnXuTEyMlbKSEiorK0hMTGJ7wTbczW5cLhfFxbuIjY2juKiI6uoq4uLiKdxegKfFg9PppKSkmPj4BHbuKKSuppYYq5UdhdvRXk19fT2lpSVtr+mot2Mym9m5oxCFoqamhrKy0rb7nQ4nKEXRzh2YlImq3bspLy9ru7+xoRGPx8Ouop1YLDFUlJdTUVHedn+Tqwm3282uXUWyT7JPsk+yT7JPsk9t+zSvsoX5Tclc6d1OZ9wH3KeyVXkooMZeT2lVJUlx8Wwr2YWzsRGFYkdZCSal2F1XS1nV7rb7G5tceDwedpaXEWO2UF5dRXl1Vdv9Tc3NuFvcFFWUYbVYKKmqpKKmuu1+d0sLruYmdlWUExdjpaiinKr6WuKtsRSU7MLj8eBsbKS4soKE2DgKy0qotduxWixsLy1Ga02900khLUf8Oana3XzkSAKtGV69OaK+e67YJH5flswpzeVc07jdsM/JgpdF5k6s88RwraeMbSW7sDc4MZtMFJaVHPC715SeFlK/T5F4jPDHPj1dncIw5eDUOEfA9qlyzdoOHSNKdle0fbcO57vn7+PeLjOGf077++516dJ1v3mZqnF5gnbJcPmypUx75CEefvwJevY6ih7p6dx0zRTOPf8C/vXlF9xw622MGj2GBd/PY83qfAq2btln25133xOscIUQQoiQ9WChYmYZFE3QxBxkHk/qsrzgBRUAtcdlduj5125W/FQPG8dpQ2riAuXBQsUrpbCeDQxTLkNjeUyn8zA9qWQ1XZTnsJ7T0c9VBF5pMwxfZWJaXy+39Azc+0T7MSrYgladW1NdzT133c6Lr89ixKjR9EhPByBj3HgKtm4lMSkJV2MjAE6nA6/Xu99tQgghhIA8B4xK5KCJn/DV/ZW7Fb80Gh2J/5Q0wawyuIoqwxM/gBzq0Sh+kKmfEWV5a73fBKn3iyhB+ZPR3NzM1ZdfwkN/nUafvn256ZrfsW7tGjweD19/8TkjR41mbEYmy5b8BMD6tWvp07fvfrcJIYQQ0c6jYa0Txkpv7UPKjsC6v+nFCg/wMCVGhwLAMTSQhEdaPkSYXLsiTmlGy3EmogSlXeO7c95kzeo8nnv6SZ57+kkmZf+Gm66ZgtaaM846h9/knEx9fT1n5mRTVlrCv7/7lnmLlqCU2mebEEIIEe22NILDq8hMkhkxh9I3DvrG+vr93ZAe/ovjFLrg3QqY0h36VzQbHQ4AMUqTre2y6EuEya33rSZsldkFESWoNX+HUltTww/zv+eEE7NI69HjgNuEEEKIaPZhJdy81cSSMV6GHaLBu9TTwO3bFJ9VQcExGnOY1/3dtEXxRTXkZWiG5oXOZ/u8TuMuelPEGo5S7kM+PtzqpKJNgwf6rlDc1hMe6hPYVEGOUcEVUrl8aqdOnHfhxXslefvbJoQQQkSzPIci0aQ5Ot7oSMJDlk1T71GscRodScdsbICPd8N1PaCH1eho9jaZegDmy+hfRMh3QIuW5u6RKKSSPyGEEEIc2moHjE4k7EexgmVSaz6yMMzr/p4sUiSZ4Y6eoXdCPopGuuKWur8IsWzPYi9JxsYh/E+SPyGEECKMuL2wzumrxRGHp7sVhsVrFtWFb7ac54AvqxVT0zWdY4yOZl8mBZPx1f3p0MtNRTvl2hVD4jWdQvC7JjpGkj8hhBAijGxqBJdWjE2SM+z2yLbBsnpwhekaOdN2KjpbNDelGx3JgeVQTzFWNhNrdCiiA7za1+bhWBnEjUiS/AkhhBBhJM/hu82U5dfbJcumcWnFCrvRkbTfT3WwoE5xZy9NSlDWaT8yk/H9cKXuL7xtboQ6j9T7RSpJ/oQQQogwku9Q2Mya/nFGRxJeJqaAmfCb+qk1PFakSI/RXJtmdDQHN5Am+tAkyV+Yy5Xm7hFNkj8hhBAijKx2QkYSqPDKYQyXYvH93MJt0Zd/1/rqr/50lCbebHQ0B6cU5GDnB5LxyqBR2Mq1K7paNAPlAlNEkuRPCCGECBMuL2xogLEy5fOIZNl802brW4yO5PB4NTxepOgXq7myu9HRHJ4c6qnBwmoO0YBShKxcu2/UTy4wRSZJ/oQQQogwscHp672VKYu9HJFsm8aDYkmY1P19UQ1rnYp7emusYXLGdlJb3Z/MGQxHlW4ocEm9XyQLk0OJEEIIIfJam5SPlTYPR2RCMsSp8Kj7a9G+vn5D4zUXdTU6msPXU7kZRqPU/YWp5a0XRo6Vjy9iSfInhBBChInVDkW3GM1RVqMjCU9xJt9J7aIwqPv7uBI2Nyru660xh36uupcc6llMEs06zAIXLKtXWJVmjEwtj1jtTv5cLlcg4hBCCCHEIeQ5fPV+Uotz5CalaDY0KCrdRkdyYE1eeGqXYmyi5uzORkfTfjnYacBMLpJBhJtcu29mQZwMD0Wsdn20LpeLEzJHH/D+355xaocDEkIIIcS+HB5f/61MmfLZIdk23+3iEB79e6cCipoUD/bRYZno/wY7JrRM/QwzLi+scUpz90h30FahW7dsxhpjBaXwtLTQtXt3YuPiWJOfR2NjI1prevfpy/vvzOG2u/6E3V4frLiFEEKIqLLWCV4UY5O8RocS1sYmQbLZV/d3ftfQW9SiwQPP7VKckKw5yWZ0NEcmVXnI1A3MJ5lHjA5GHLbVDmjWiuOS5RgTyQ468nd8xiiyjx/P+JFDmDQhg/+b/z0pKTYef+RBzjvzVKZcdhHffvMVX37+T5RSWK2xwYpbCCGEiCqrHb7bDJlJ1yEWBSemhG6/v5llUO5WPBCmo3575FDPMhJxaJk/GC72NHc/Rkb+ItpBfyPHTziO7aW7GTl6DI899Sxaa0wmE+OPOZZhI0by1HMz0FpjtVqJi5NOkEIIIUSg5DkUPa2aNFnspcOybZrCJsXOEFvGoK4FZhQrTknVHB/mMyZzsNOCiR+RecrhIteuGBin6RZjdCQikA6a/KlfXXJS/3X5SSm1zzYhhBBCBMZqp9T7+cuk1umUi0KsWuXlEkWtxzfqF+4m4sCKV+r+woTWvjYPUu8X+To0Fu/1etFeb9v/SzIohBBC+F9dC2xz+VZ/FB03LB66x2gWhlC/v91ueLUUfttFMzoCpvYmKC/H45Rm72FimwuqWqS5ezQ46IIvB/LjooXkr1rJDVdf1bata6IVW2qq3wITQgghhM/q1ubuMvLnH0rBpBTfip9ah0brjBnFigYv/KV35Jx851DPw/SkSpvpojxGhyMOYk+9n4z8Rb4jGvk74cRJjMnI5JVZs5n2zHOMyciktNbJkKHD/R2fEEIIEfXyWhd7GRsBI0KhItumKXcrNjUaHQkUN8GsMri0Gxwdb3Q0/pNDPRrFDzL1M+Tl2hWpZs3gCPr+if07ouTPZDJhMpmwWq2YLRaUUsTGxsq0TyGEECIAVjsU/WM1nWQhBr8JpX5/04sVXuCeoyJn1A/gGBpIwsMCmfoZ8nLtMCEZTHIqH/GOKPmTJE8IIYQInjyHrz+d8J8+cdA31vi6v+0umFsBU7r7YookMUqThV0WfQlx1W7Y3Kg4NiWyLj6I/Tto8rdy+TIG9+7B+rVreOgvfwagpcXNiuXL+Hn9Ou67+67WbS04nc7ARyuEEEJEmUo37GpWZCbJiZm/Zdvgx3poMfBH+1SRIkbBHyNs1G+PHOxsJo5dWoatQ9Xy1mnlUu8XHQ664Mv8n3KJj49HKUVTUxO9eh3Fk399hCee/V9uu+OPuFvcDB48hA1r19DgdOJ2NwcrbiGEECIq5Etz94DJsmneqTCxxqEZZ8CJ788N8PfdcFtP6BGh/Rtz8PXTmE8KU6gyOBqxP7n1CovScoyJEgdN/kaNHrPXv5uamnC5XBxz7HF7bZ/xyusAxMVJlagQQgjhT6sdoNCMlmmffpfVWve3sB5Dkr8ndiqSzHB7z8gc9QMYRSNdcbOAZEn+QlSuHcYkQoLZ6EhEMLSr5i8mJoaZb8894P1ffb+gwwEJIYQQ4j/ynIqj4yFZTsz8rlsMDE/QLDKg7i/PAV/XKG7rqekcwTMiTQomt9b96cjNccNWs9c3u0CmfEaPdiV/JpOJ8ROO3e997709m8qKCr8EJYQQQghfD7rVDsiQUb+AybZBbj24vMF938d3KrpYNDelB/d9jTCZeoqxsplYo0MR/2WtE1xamrtHk0Mmf01NTYwfObTt3yXFxazJz9vrMTu2b+etma9zxuQs/0cohBBCRKmSZih3KzIS5cQsUCalaFxascIevPf8sQ5+qFPc2UtHxYhuDr4frqz6GXr2NHefICN/UeOQyZ/FYqG8rBSA3ZWV/PaMU5g98/W9HtO3f3++X7SE7QXbAhOlEEIIEYVWty6kLSN/gTMxBcwEr+WD1vBYkaKnVXNNWlDe0nADaaIPTdLvLwTl2hV9Y3XELjgk9nXQBV8AzGYzlpgYmpqauPLiC0jrkc6MV17niovOo6mpqa3nX31dPUnJ8ksthBBC+Euew7cK38gEoyOJXCkWyEyCRUFq9j6vFpbbFf87wEt8FIz6ASgFOdrO56Ti1dJIPFRo7Rv5+43N6EhEMB0y+QPQWrNt6xbOOPscPvn4QwB+e8FFmEymtuRPKcWQYcMDF6kQQggRZVY7YFg8UZMkGCXLBjOKob7FlwwGilfDtJ2KfrGaK7sF7n1C0WTqmU1XVpNAJg1GhyOAwiaocCuOTQ5ywasw1EGnfTocDu6563aUUgwfMZLb/3g39npfv5bEpCTiExKIi48nLj6e2NhYNm5YH5SghRBCiEinNeQ7ZcpnMGTbNB4USwJc9/d5FaxrUNzbWxPTriX3wt/ktro/mSUWKvbU+8lKn9HloNe3/njbLTgcdrTWvPbSC9w09Q80NzcB8NLz/4vL1dj2WI/HQ5PLxQUXXxrYiIUQQogosKMJaloUGUlyVT7QjkmGOOVr+XB6p8AsrtOi4ckixdB4zYVdA/IWIa2ncjNMNzKfFO6m3OhwBL56v2SzZqhMK48qB73u9PzLr/He3/+Ju7mZf3z0AW+88hJaa1wuF4899Qwz357LvxYsYsFPuSxctpJlq2XkTwghosHsma8zuHcPuifHMeWyi3A4HLjdbv5w0/UMOiqNkycdT8G2rW2Pf/aJxxk7dBAjBvblwb/8mebmZgByly4hPTWRIX17MqRvT47PGGXULoWcPIfvNiPR2DiiQZwJjk2BhQGs+/uoEra4FA/00ZijtOYth3oWk0SzjtIfQAAdyTH5vZMH0nxRHx65T47J0eSgyV9CQgJaa5RSfPX9D3z3zVfU1tSwc0chU2+8jpNOmMBRXVKYOH4sLz7/HB6PJ1hxCyGEMMiqFcuZMf0Z/vHFN2wqLKakuJjXX36R6U9OY9OmjazetI0HH32cG3//OwC+/uIzvv7yc/5v6Qpy12wgb8UK/jb9GQDW5Odx09Tb+WVHCb/sKGFp/jojdy2k5DsUsUozTK7KB0WWTfNzg6LS7f/XbvLCU0WKzETNmZ38//rhYjJ2GjCTi1zR8KcjOSZ/8cXnuF9byW3z5JgcbQ4549ztdtPQ0EBsbCxvzf2Qbt3TqCwvZ2neWnZW1LCzspaHH3+CD997lysvPh+tpReREEJEMqvVypz3P2JMRiadu3ThN5NPpmhHIf/46APuvPsekpKSyJ6cg8vlorCggI/en8uUa64jtVMnkpKSOO+ii1m1cjkAeStXkDl+vMF7FJrynTAyEaxRVhtmlOzWFnSBWPXz7XLY1ewb9VNRPOj1G+yY0NLvz8+O5Jh8wmXXQXJnJvWQY3K0OeSflJiYGF5+402UUthSU1m5fhMTs7Kx2+38vGE98fHxnHr6mXwzfyG/bNzIsiU/BSNuIYQQBhk1ZiwZ4/5zcjDv2284buKJ7CraydiMcW3b+/brx5Ytv2AymdhdWdm2ff2a1aSl9QB8JxqPPnAfA3p248RjMlj604/B25EQ5tWwxiFTPoNpTBKkmDWL/dzvz+mB54oVE1N01C+p30l5yKRBFn3xsyM5Jm8oqcSMJjNJjsnR5pDJ3xf//IR7/3QndXV11FRX89szTqWstJR33ppF1oRMbvz979j8yyZsNhv/XryU4yeeGIy4hRBChIC5c96iyeXiwksuw+v1YktNbbsvISGRutpaLr3yd/ztuWd44tGHuf3mG3hn9ptccsVVtLS0MH7CsXzw6ecUlFQy9Y67uOHqq6SEANjSCA6vIiNJZtMEi0X5Gr77u+7vjTLfcvoP9I7uUb89cqhnGYk45dc8IA73mLz0jWfoOvch7p8qx+Roc8hWD3ffcRtPPzcDm83GKy/MwN3ipmu3btx6+538sHQFWmsmHZPBNVdeSmVlRbDiFkIIYbAtm3/h4fvv5bW33sZisdC5Sxfqamvb7m9sbMBsNnP6mWfzyVff4na7yV26hEnZJ3HCiZOwWCy8Mms2g48eAsClV1xFY2MDv2zaaNQuhYx8p+9W2jwEV7ZNU9ik2Onyz+vVtcALxYpTUzXHyUxHAHKw04KJpfVGRxJ5DveYnHP62cRM/450kxyTo9FBk7+kpCRenvkWl17ZWiD65ee8/MabWCy+DhGjRo/hjTnvsmDJcnbt2sXct2cHPmIhhBCGq62p4YoLz+PBRx9nbKZvWtGxx5/Akh8XAeD1eslftYreffq23Xf7H++mrKyUR594CoCS4mK++Ocnba/Z0NBAbU0NZrN0NM93KBJNmqPjjY4kumS1Tsv01+jfSyWKWo+v1k/4TMSBFS8L/Ty9Ntq155i8oQGahk/kmtvlmByNDtrnD+CU085o+/95C38iKWnfy5AjRo7i6+9/wOXy06UyIYQQIcvtdnPxeeeQddJkrr7uhrbtU669njtvvZmuXbvx7++/Iy4ujszxx7Td/7fnnuWsc/6n7cQkJiaGu267hX79B9B/4CCmPfIgQ4ePaLvqHM3yHTA6kahtCWCUofGQFqNZWKe4Kq1jCVulG14thfO6aEZJ7WabBOXleO1kUb0Ma/tLe4/JM1vbLK55U47J0eiQyd+v7S/x2+Od2bN4+81Z/HvxUqxWa4cDE0IIEZq+/+5frFi2lIKtW/jys08BmHDc8bz70Sfc9/Cj/PWh++nStSsffPo5JpOJsma4ctEuCt+ezU8r8ttep1v37jw740Uuv/A8nE4Hx088kfc+/hSTKbqXt3R7YZ0TrulhdCTRRymYZPOt+Kk1HarRm1GsaPTCX3rLqN9/y6Geh51JVLuhc4zR0YS/9h6TF9YpYip38tlcOSZHI1Xj8nT4qFRWWsqkCRmcdsZZvPTGm/6ISwghRIT4Y4FiTjn8Pg2mD5AT4UNZ54SstSZmDvZyYdeOv17qsryOv4iBao/LDOr7vVsOfygwsWSM94h7LBY3wbh8xYVd4aVBgfvOh+tnu0QnMpFhvH20l3O7GB1NdNEajlquaPDCtSFyTA7X7/EewT5GdVSHU/nGxkauvvwS4uMTePzp6f6ISQghRIQocvl6nHlRvFcJ5c1GRxT68h2+W2nzYIzs1rq/jvT7e3aXwgv8WUb99usYGkgyaan7M0CeExq8CuSYHLXaNe3zv5WWlPD7Ky6lpHgXX33/A6mdOvkrLiGEEEEUiCuvtdrM6QzHQywAHq/mhVW7eVnt9P97hdmV14PJdypSzJoBcUZHEp36xEG/WF9icmN6+5O3gkaYW+GbttsnNgABRoAYpTk+pWMJdqQL1GjYvXoo4Cvj8gbomBxJx+NIdEQjf16vlzffeJWJ48eQlJzEtz8spk/fvv6OTQghRJjaoa0cy1BK+E8NuBsTs+lKme7QdceIl+/wtXiQnnDGybbBj/XQcgQDd0/uUlhN8MdeMup3MNk2zVaXorjJ6EiiR6GOYSX/mVLQLMfkqHTQ5K+stLStsWNjYyPbtm7hlRdmMG7EEGa99ipPTn+ef3zxDT179QpKsEIIIUJfnk7gOIZSSCwW9j4BbkbxGD0Niiz0ubzwcwOMlSmfhsqyaewexWpH+563wQmf7IYbe0CarH13UHvaaiyWfn9Bcw39gb2vKnlAjslR5oCpfl1dHcMH9EYphVIKrf/zB/zaG29m2jPPERMjSzQJIYT4j6+1jUsYQBdaGEATm9i7UZ0HxTyk2/WBbHCCWysyk7xwYh5sAAAgAElEQVRGhxLVJu2p+6uH8cmH/7wnihRJZvhDTxn1O5QRCdDF4ptee2k3+XkFmtawlH2vKjVjYsl+tovIdcDkLzY2lvc/+YyYmBhiLDE4G5wU7dzJquW5fPnZp3zy8YfceMtt3HH3PdLaQQghBK/qbkylD2Np4Cu2kq7ce93v0CYyGU4jJqq1mc7KY1CkoSvf6bsdKy3QDNUtBoYnaBbVKe46zOmbq+zwTY3i/t5eOsm18UMy+bGthji0H0jGhZlZFHKt2m10OMJAB0z+4uLiOP3Ms/e94+Zb8Xg8fP3FZzzx6MN8/MF7vDX3A0aPzQhknEIIIUKUV8O9HMWz9OAsavmQApLUviNXScrLB7qA4xnK9fTjH3qbnPD9l3yHoqtF01uuqRou2wazy3xTceMOY4WEx4t8n92N6YGPLVJk2TSfVZnY6tIMjj/048WRe540uuHmCqqMDkUY7IgWfDGbzZx73gUsWp7H6Wedzbmnn8yyJT/5OzYhhBAhzqUVlzGAZ+nBzVTwGVv3m/jtMU41MI1iPqUTb+KHJnYRJt/hG/WTpNh4WTaNSyuW2w/92MV18H91ijt7aZLNgY8tUmS3zgCXVT8Da7OO5StSuZlK4pRMsY12HerzZ7Vaefzp6fzp3vu56Nwz2bL5F3/FJYQQIsRVaTMnczQf05lnKOJldmI5jKTlj5STQz2305tNWvoZ7OH0wC+NkClTPkPCCclg5tC96LSGx3Yqelo11/QIUnARon8cHGX1Ta8VgfM30rDi5RYqjA5FhIAON3kHmHrHXZx5zv9wzZWX0dws3SKFECLSbdOxHM8wVpLIR2zjblV+2KNVJgXvsJ14vFxOf5q0nPgBrHWCF8XYRLkyHwpSLL5EfPEhRqW+q4UVDsXdR+nDmh4q/kMp36qfi+t908eF/1VrM3PowuVUk6ZajA5HhAC/Haae/t+/YbFYqK2p8ddLCiGECEHLdCLHMZRqzMxnMxer9h/3eyo3b1FIPoncj7QLAt+UT/D1+BOhIcsGeQ6oP8A5s1fDtJ2K/rGaK7oFN7ZIkWXT1LQo1jmNjiQyzaQbDZi5g3KjQxEhwm/JX2qnTny/aAnd09L2ua+uro4Lzz2T8886jSsvPp/m5mZuu/E6Ts2eyPQnp7U97nC3CSGEMManOpWTGIIND0vZxETVzkZov3KuquMWKniOHnyvpf1DvtM3dbCHLPYSVBvWr+OEcWPa/r1p48+ce9rJDO3Xiy8uPhbPz8v5qbUX3eyZrzO4dw+6J8cx5bKL+HCng/UNiptjijknJ4shfXtyfMYo/m/+vw3am/CT9au2GsK/3FrxIt2ZTD1jVKPR4YgQ4dcJChbL/hcP/fuH73PrH+7k06+/o3taDz79+EM8Hg/zFv5E4fYCtm3dwpeffXpY24QQQgSf1vC8TuNCBjKWBpayicGqqcOvO50ihtPI7+hHpT7gAtRRYbUDMqTdVlCtyc/jigvPw2H3reqiteaGq6/i8qt+x6bCYh64/37482nML3GyasVyZkx/hn988Q2bCosp3lXMg//7IsPiNbnP3s3Fl1/OLztKeHbGi1x9xSVSBnOY0q0wJP7QtZWi/f5BJ4qxcqeM+olfMd/7wMOPBPpNMscfQ/8BAwF4/9055K9ayZW/v4aBgwbT2NhIYUEBK5bncuY55x5y2/5aSsyZ9QZ3Tr2Zt9+cidPhoFPnzsTEWCkrKaGysoLExCS2F2zD3ezG5XJRXLyL2Ng4iouKqK6uIi4unsLtBXhaPDidTkpKiomPT2DnjkLqamqJsVrZUbgd7dXU19dTWlrS9pqOejsms5mdOwpRKGpqaigrK2273+lwglIU7dyBSZmo2r2b8vKytvsbGxrxeDzsKtqJxRJDRXk5FRXlbfc3uZpwu93s2lUk+yT7JPsk+xSwfdq9dh0JsXEUlpVQa7djtVjYXlqM1poap5OpLek8G9ufUxuKebVqKZ1MmsKyEhRQY6+ntKqSpLh4tpXswtnYiEKxo6wEk1LsrqulrGp32/2NTS48Hg87y8uIt1gYbi9mdnw/1uo4xu3Kp6m5GXeLm6KKMqwWCyVVlVTUVLc9393Sgqu5iV0V5cTFWCmqKKfUagrrz6mqsYVnqlPIUZUcl+T163evbFVehz+nGLOF8uoqyqur2u4/ks+pqr6WeGssBSW78Hg8OBsbKa6sOOB3r97ppJCWgH1O9//5T1x6xVUs/elHTjn9DNatXcMHc9/mT395gJgYK7bkZGbNnk1VxmlMaCrmzHP+h6OHDKW6uoqfSuv4uaiMe08ex7evPsu5519ASoqNzl268sJzz3Ll1b+nsrIioN+94uUrQuZzKtld0faa9gYnZpPpoMeIpvS0tn362e7he7uVG7q42LldjuUxMVaq167r0Oe0vayE2+OGkaw0t+76EY7wczqSY4RlYP92fU6Va9YG9bvn7+PeLjMh+d3r0mX/K2qrGpcnaCW2y5ctZdojD9Gnb19uuPU2Ro0ew4Lv57FmdT4FW7cc1rY7774nWOEKIUTUSF2Wt9/tTm3icvrzBZ24izKeZRemAFygf0F353b68BI7uFVVtvv5tcdl+j+oIFpUB//zs4lPhnmZnOrf1z7QZxsuAvnZaq0p2rGDs0+dzNrNBWz8eQOnZU9k044SEhISKN61i1FDBqA/KOSX03vSvXVKbpMXeo8dT68r7iDvz1dyy3VXY0tN5YFHH+eDue/w4dx3mP/jsoDFvUc4f7a//ly/qoKrNpv4eoSXE2QGONDxz/YnncSJDOVldnDLERxTO6K9v7Ph/D2G8Pv7E7Q5NjXV1dxz1+28/cHfeeWF53E1+uYeO50OvF4viUlJh7VNCCFEcJRrC+cwmFUk8CI7mBrAE4jbqOBbbPyR3mRrOyOVK2DvFYryWksnx8q0z6BS/7VE7dBhwzl66DAuOvcsTj7tdD54923GnpBNfrejWFzv5YLWC+m3vvgW7iYX06+9FKXgtrv+xG/POIV1a9bwy6afmTlnrgF7E75OtIEJX8uHE1Jk2U9/eJ7udKKFKdLUXfyXoCxK3NzczNWXX8JDf51Gn759GZuR2dYUfv3ate3aJoQQIvA26jiOYxjrieOfbA1o4ge+Jd/nsJ1UPFzGABqjrP3DaoeiX6ymc4zRkUQ3pRSffv0d5553Ptu3bWXL5l949KEHSTH/pxfd2o2/8OkT9zJ22jtM7mLB6/Vy3e+u4LsffuTrf//ATyvXMPXG6yjYttXgvQkfqRYYkyjN3v1lu7byTzpxA5UkKhk4EXsLysjfu3PeZM3qPJ57+kmee/pJrvjdFD56fy5lpSX8+7tvmbdoCUopzszJPuQ2IYQQgbVQJ/FbBmFFs5BfOEY1BOV9u6sW5ujtnMHR/JmjeJGioLxvKMhzwnhp8RASUlJSuPHW25j2yEOcec65TJqUxYmbYGEd1NbUcP4F56GvfYKnT8tEKagor6B4VxH9B/rWNkjr0YP0nj3JX7WSAQMHGbw34WOSDV4tBacHEs1GRxPeXqQ7JjRTpam72I+gjPxde8PNFJZV8dX3C/jq+wVcdtUUvpq3gPETjuWL7+Zjs9lISUk5rG1CCCEC533dmVM5mh64WcbGoCV+e5yu6rmTMl4ija91dBzzd7uhqEmRkSTT3ULF7spKZs96nb8++QwA2TbNDmcLZ597DvbRkzntd9czIdn32C5du6KUYtbrr7Jl8y+889Ys1q7OZ9iIkQbuQfjJtmncWrFUWj50SL02MYtuXEQNRym30eGIEBSU5G9/Ujt14rwLLyatR492bxNCCOFfWsMTugdXMIDjcbKETfRXxixV/yTFjKGBq+lHqY78eZBtzd2l3i9kPPX4o1z+u6sZOGgw0NqLLvdfbFixlOYf/s6KU9MZ0rcnV11yARaLhTfffZ+33niNScdk8PgjD/LE9OcZLslfuxyXDFYlLR866i26Yscs7R3EAUV3UyUhhBC4vXADfZlFNy6nircoJFYZNwoVqzTv6wLGM4yr6ce/9JaArDAaKlY7QaEZLcmfIfr068fazQV7bZv+t5f2+veQeIg/8Rwaf9D0j9XkZe79+5FzymnknHJawGONZAlmOCYZFsvI3xHzaHiBNCZiD/qsDRE+DBv5E0IIYTy7By7bpJhFN+6nhLlsNzTx22O4cvE8RczDxgzSjA4noPIcisHxkCKXY0NWuRuaWn8tSpqhXPq3B0S2TbPWCTUyW/GIfE4q24mVUT9xUPKnRggholRJE1yySbGxAWZSyHVqt9Eh7eUGdvMtNu6lFyfpejJUo9EhBcRqB2RHR3ljwAWqX9h9ug8WutKMQmvNC6t287La6ff3Cbd+Yf42KQWeQLG4XnNuF6OjCT/Pk0Y/mvgttUaHIkKYjPwJIUQUWu+EU9YrCl3w0TAdcokf+No/zKKQbrRwGQNw6sj7k1XSBGVuWewllJXqGGbTlebWU6ZmTMymK2Varp/727gkSDJJ3d+RWKkT+JFk/kAFZvnxiYOIvL+kQgghDmpBLZy5wXd28M1ITU6qwQEdRBfl4V22s5k47qS30eH43Wqn7zZD2jyErMdI5787pXmAx+hpRDgRLcYEx6dIv78j8TxpJOPhWgLbk1WEP0n+hBAiisyt8E317BML80ZqRoXBIiOTlZ17KGMm3fhUh3CmegTyHAozmpEJRkciDmQpiW2jfns0Y2IJYfDLE4aybZqtLkVxk9GRhI9iHcPHdOJadpMiTd3FIcicBSGEiAJawxNFiunFipNsmjlH67BaYOSvlDCfFK6jHxP0hojpX7XaAcMSfCsditCUrzYaHUJUyWqtf11cD5d2MzaWcPES3fGi+IMs9CIOg4z8CSFEhGv2wk1bfYnfld00Hw0Nr8QPIEZp3qeAZhRX0R9PBJTIaQ15TpnyKcSvjUiALhap+ztcTm3idbrxW2oN680qwoskf0IIEcFqW+CCjYqPdyvu7+3lhYGamDA98g9STbzETv6PFJ6hh9HhdNjOJqhpkcVehPg1k4JJNl/dn5ZfjUN6hy7UYJH2DuKwhekpgBBCiEPZ6YLT1yty7fDaIC9/Osq3gmY4m0IVl1DNg/QiV4d3zVWew3ebEd67IYTfZdk0Jc2KbS6jIwltXg0zSGM8TibiMDocESYk+RNCiAiU7/C1cihrhk+HaS6JkNoZpeA1dtCLZi6nP/Ywbv+Q71RYlWa4LPYixF6yUny3C2XVz4P6F7bWlZDLw/7Cngie8P2rKYQQYr++rYGzNyhiTfDtSM2JEdZAPFV5eI/tFBLLVPoYHc4Ry3fAyASwyl9iIfYyIA56WTWLpO7voJ4njV40cxE1Rociwoj8yRFCiAgyqwyu2KQ4Oh6+H6kZGqGjSicqBw9Syjt05QPd2ehw2s2rYY0s9iLEfikF2Tbfip9eqfvbr7U6nvmkMJUKYpT8kMThk+RPCCEigFfDg4WKu7ebOLUTfDVCk2Y1OqrAeoASTsDBTfRhZ5jVBm11gd0ji70IcSBZNk1Ni2J9g9GRhKYZpJGAhxukqbtoJ0n+hBAizDV64JrNipdKFdelaeYO0SRGQd84i4L3KADg+q2KljDKo/L3LPYiI39C7Neefn9S97evcm3hPTozhSo6K4/R4YgwI8mfEEKEsSo3/Haj4vNqxWN9vTzTX2OOojKZfqqZ19jJcrti+q7w2fF8hyLBpDk63uhIhAhN6VY4Ol76/e3PK3SnGRO3S3sHcQQk+RNCiDBV0AinrlesccCco71M7Rn+rRyOxGWqmku7aZ7dBUvrjY7m8OQ7YXSib/RSCLF/WSm+3+lmr9GRhA6XVrxKN86iliGqyehwRBiS5E8IIcJQrt3XyqG2BT4fofmfLkZHZKxn+mv6xMINWxR1LUZHc3AtGtbJYi9CHFK2TdPgVayUFnZt3qMLlcRIU3dxxCT5E0KIMPN5FfzPBkWqBeaN1BybbHRExks2w6zBmjI33Fmg0CFc/7epARq9iozEEA5SiBBwog0UmsVS9weA1r72DqNpYDJ2o8MRYUqSPyGECBNaw0sl8PvNitGJvsRvoNSMtRmXDH/prflnleKDEF4ATxZ7EeLwpFpgTCJS99fq36SwgXjukKbuogMk+RNCiDDg0fDn7YoHd5g4tzN8PlzTJcboqELP7T3hxBTNn7crChqNjmb/8p2KFLNmQJzRkQgR+rJssNIBTlnUkudJoztuLqPa6FBEGJPkTwghQpzTA1f+ophVrpiarnnraE18FLRyOBJmBa8N0sQouG6LCsmFIvIdMDYRTHLlXohDyrZp3FqFzWJOgbJRx/EvbNxCBXHS1F10gCR/QgjhRxvWr+OEcWP22T7v2284dswImpubAXj7zZkM6duz7b/BvXvQOd6yz3PGjR7BWavdzKuBZ/t7eayflqThEHrFwgsDNflOxZNFofXDavLChgaZ8inE4TouGWKUZlF9aP0uB9vf6E4sXm6Wpu6igyyHfogQQojDsSY/jymXXYzXu/dwk91u566pt/DqrNlYrVYAplx7PVOuvb7tMe+/M4f538/b6zl/uPUWvPfOoazFytwhmjM6B2c/IsE5XWBKd83fSuCk1P80jDbahgZwa0VGUggOSQoRghLMcEwSLIriRV+qtJl36MIVVNFdhfhyxiLkycifEEL4ySsvzODJ557fZ/sj99/L8RNPZNJvTtrv85qbm3nu6Sd54JHH2rbdePe9VA+bhMo4ia9GSOJ3JKb10wyKg5u2KKrdRkfjI4u9CNF+2TbNWifUhMjvcbC9TjcaMXMHFUaHIiKAJH9CCOEnr731NiNGjNpr26oVy5k983V2V1Yw5bKL+Pabr/Z53t8/eI9xx0yg/8CBADw1bzn/evt1YuoqGP3MhZQv2vc54tASzTDraM3uFvjDttBo/5DvUHSxaHpbjY5EiPCRZQONYnEU1v01a8VLdOdk6hmlQnQVKxFWJPkTQgg/UftZe/vpaX/l6CFD+f31N3Ji9klce+VlLFwwf6/HvPbyi9w09Q9oDdN3wdPTHiO+31Cm334Dp07e/3PE4RmdCA/30Xxdo5gTAhfN81ubu8sy7UIcvnFJkGTSLIrClg8f04lSrNLUXfiN1PwJIUQA5S5dwqx33uOU084A4JeNP/PVF5+RPTkHgPxVK2lpaWFU5jHcXqB4t0IR8/NPzHrnPc48Y//PEe1zczosqNXcX6g4IVkzJMGYOJweX4P3szoZ8/5ChKsYExyfEn11f3uaug+lkdOJsp0XASMjf0IIEUAWi4U+ffu1/Ts+Ph6bLbXt33//8H3OPO8iLt3kS/z+1EuTbLUwsP+BnyPax6TglUGaRJOv/UOTQWutrHOCF0VGUgjMPxUizGTZNFtcipImoyMJnsUkkUcid1AuqzwLv5HkTwghAujU089k7tuz0VpTtHMnn/79Y7JPmtx2/5dffME/B57Oonp4caCX+/voQz5HtF+aFV4cpFnfoPjrTmPOovKdvltZ7EWI9stuXbF3URTV/T1PGp1p4Spp6i78SJI/IYQIoKeem0F5aSnDB/Rm8sQJ3HDLVAafcBJnrVd8tGY7xeXlVPbL5KOhmiu7H/g5B1opVBy+0zvB9T00r5Qq/l0T/PfPdyh6WjU9ZLEXIdptRAJ0sWgWRknd3zYdy+ekchOVJChpDSP8R2r+hBDCj/r068fazQVt/7alpvLGnHf3eswfCxRL7bCCAaTPd/DRUM3IRA76HOEfj/bR/FgHt2xT/Dha0z2IiVi+A8YmHvpxQoh9mRRMsvnq/rSO/EWTXqA7FjS3SnsH4Wcy8ieEEEFU1gxzK3zLlrcA7w/ZO/ETgRXf2v6hvgVuDWL7h7oW2OqSej8hOmJSiqakWbHNZXQkgVXXAm/RlUuooaeK0uaGImBk5E8IIQ4gdVme31/zPt0HN90AiEHz8brdZKudfn+f2uMy/f6akWJ4AjzWT/Pn7SbeKNPcmB7491wj9X5CdNieur+FdTAo3thYAundCnBglvYOIiBk5E8IIYKkVMfwJl3R+OYrNWNiNl0p03IdLtiuS4PTOmke2qFY7wz8++U7fLcZMsorxBEbEAe9rJHd769Fw+uliizsZKoGo8MREUiSPyGECJLHSMfN3ictHuAxehoTUBRTCl4aqOlkgeu3KBo9gX2/fIeib6ymc0xg30eISKaUb/RvcT14I3QG9VfVsKtZyaifCBhJ/oQQIkgWkNw26rdHMyaWIMNBRugaA68O0mxqVDy4I7AjCflOyJQpn0J02CSbpqZFsT5CB8VeKVH0i9WcQ63RoYgIJcmfEEIEySgaSaGFWvLRamXbf/lqo9GhRa2TUmFquubNcsU3AWqltdsNO5sUYxMjdKhCiCD6dd1fpFlphxUOxU3pGnPkzmwVBpPkTwghgmCTjuMTOjGVSmwqwHMMRbs80EczOlFz2zZFabP/X391a72fjPwJ0XHpVjg6PjL7/b1Sqkg2ay7vbnQkIpJJ8ieEEEHwFD2Iw8sdUscRcmJNMGuwxuWFm7cqv9cS5TtBoRkts3uF8IusFFhWD80R1Pu8qAm+qIIp3SHZbHQ0IpJJ8ieEEAFWqK3MpQs3sJtuqsXocMR+DI6HJ/v5RhNeKvHva+c7FIPjIUUWdRXCL7JtGqdXscphdCT+M7NMoYHr02V6uAgsSf6EECLAptMDE5o/UWZ0KOIgruoO53bWPFak2qZq+sNqB4yVUT8h/GZiim80fVGE1P05PPB2OZzbBfrEGh2NiHSS/AkhRACVaQuz6MoUqjhKuY0ORxyEUjBjgKZ7DFy3ReHwQ2lmaTOUuhWZSXI1Xwh/6RQDYxKJmLq/9yug3qO4WUb9RBBI8ieEEAH0PGm4Udwjo35hoVMMvDFIU+CC+wo7fmK5p7n7WFnsRQi/yrLBSgc4w3z9LK+G18sU45M0E5KNjkZEA0n+hBAiQKq1mVfoziVUM0g1GR2OOEwTbXBnL3i3QvFZVcdeK9+hMKMZleCf2IQQPtk2jVsrltmNjqRjvq2BApeM+ongkeRPCCEC5CW648DMX2TUL+zce5RmXJLmjm2Kog7k7flOGJoACbJ6nxB+dWwyxKjwb/nwaqmil1VzbhejIxHRQpI/IYQIAIc28TfSOJcaRqlGo8MR7RRjgpmDNR4NN25ReI7gorzWvmmfGbLYixB+l2iGY5II60Vf1jnhx3rFDT00lvDOYUUYkeRPCCEC4HW6UY2F+2TUL2z1j4NnB2iW2hXPF7f/+UVNUN2iyJDFXoQIiGybZq0TasJ0La1XShWJJs2UNKMjEdFEkj8hhPAzl1ZMJ40c6jlWOY0OR3TAJV3hwq6ap4oUy9tZW5TX+tFnyGIvQgRElg00ih/rjY6k/cqa4ZPdcHl3sEkPUBFEkvwJIYSfzaErZVi5j1KjQxEdpBRM76/pFQs3bFHUtxz+c/MdCqvSDJfFXoQIiMwkSDSFZ93fm2WKFg039ZCZASK4JPkTQgg/cmvF0/TgOBycRJgvQycA31X5mYM1u5rg7u2Hf5KZ74ARCRArf2mFCAirCY5PCb+6v0YPzC6H0zvBgHijoxHRRv4kCSGEH31IJwqJ5T5KUeF3MVocwIRkuKe35uPdio8qD/14r4bVTpnyKUSgZds0W1yKkjDqpvPxbqhqUdwi7R2EAYKa/FWUl3PG5GwAWlpaGDmoH2efMpmzT5nMhvXrALjtxus4NXsi05+c1va8/W0TQohQ49XwJOmMpoGzCbNL0eKQ7uoFxyVr7t6uKHQd/LHbXGD3yGIvQgRats13uyhM6v60htdKFaMSNBNTjI5GRKOgJX+1NTXcct3VNDT4KuA3rFvLBZdcylffL+Cr7xcwYuQovvzsUzweD/MW/kTh9gK2bd2y321CCBGKPiOVjcTzFxn1izgb1q9j0vgxvD5Yo4DrtyjcXt99Tz32KLdc9/u2x86e+To5g3rAKVY+ufUiHA4HALlLl5CemsiQvj0Z0rcnx2eMMmBPhIgsIxKgs0WzKEzq/hbUwaZGxS09tfydEIYIWvJnMpt5c+6HJCf7LnOsWJ7LvG++JufE47jtxutoaWnhx0UL+e2FFwFw0smnsOynH/e7TQghQo3WMI10BuHiImqMDkf40Zr8PK648Dwcdjt9YmHGAM1Kh+KZXYr8VSt57ukn2h67asVyZkx/hlNf/xdxn5ZgLyvm9ZdfbHudm6bezi87SvhlRwlL89cZtUtCRAyTgkkpsLDOdxwOda+WKNJiNOdLU3dhEPO9Dzz8SDDeKDY2lri4ON5/920u/90UAK6/+VZuvf1OvvjnJ1hiYti4fj2/yTmZtLQelJWUULBtGxXlZftsO37iiXu99pxZb3Dn1Jt5+82ZOB0OOnXuTEyMlbKSEiorK0hMTGJ7wTbczW5cLhfFxbuIjY2juKiI6uoq4uLiKdxegKfFg9PppKSkmPj4BHbuKKSuppYYq5UdhdvRXk19fT2lpSX/z959h0dRbnEc/87upseE3nvvAopiAxXBgiAICiIIKqKi6BXFehUrXq/YBQWRIiKogIioiBWl9w6hhPTee7LZnftHdL2RIsEku8n+Ps/Do/vO7Mw52dmdOfPOzOtaZk5WNharlajICAwM0tPTSUiId03PzckFwyA6KhKLYSE1JYXExATX9Py8fBwOBzHRUdhsPiQlJpKUlOiaXlhQiN1uJyYmWjkpJ+VUyTkl79xNalYGAb5+hMfF4HA4yM3PJzY5iUA/fyIS4sjIzsbXZmNhRjGzg9rwZM5B6iQeI9g/gGNxMWTn5WK1WIhIiMMA0rOziE9Ndk3Pzc/HwCAyIQ6LYZCSmUFCaopren5hAQ6Hg6jEBHysNhLTUklMS3VNLywqwl5sJzopAV+bjbjUZJLS07C1blmmzyllz94TcjoeH4tpmmTl5hKXkuT2nP6Ybi8upqCokJikRPx9fIlOSiTe11Jh296jD01izO3jWffbL/S/5lo6BVmIzHcyN8HJj3dfx0UX9nULPnsAACAASURBVMbhcHD5lf04eGAfQ28awfLa51Hb30bfgkgOhx3igt4XsWDuHDp27kzb9h0q9fuUsH2Hx3xOZ/p9+v9tL4LiM/6NKD4eVSVyOtX3qahBvTL97sVu2erxOZ1q2ytsWL/cfsujM3L4Ji+IQecUkBnlufunQ3nwfGIA99QuoHVO7GlzStuz1yM+p7P5Pv2x/znTfW7y7j0en9Ppvk8xVjzy2Kh27TonrcmM9AJHpZ4nub7/laz6/icKCwvx8/MDYNaMd0o2jugoht08kl4X9uarFcs5HBZGclLiCW0PP/ZEZYYsIl6qxqYdZzxvX7M94fhxjL34Gu4//ZzRu2eZ5i9Lrp6orPmWhWmaREdGcv2AK9lzOByAHAd0uf0hiq02nu3bmR3r1jJzzjwAik1otsVgbD3YcMt53DvpQUbeOoYLunXC6XSSlpZKo8ZNePXNd044mVkRvOmz9aZcoWrnW57f2WP5cP4uC9NbOrmzQbktttz961jJA6P2nWdS2+f083rTZ1uVc4WK3f9UBLc97fOeO25j757dOBwOvl75JV26dqN7j55s2rAegH179tCsefOTtomIeJJ1ZjC/cg5TSPCIwk/Kl3GSG3N2/vYzdQ6speD2l/gkqfT0sDzIdxrkrfqQwoICho+4heLiYs6/4EIWL/+S8Lhk7v/XZCaMG4PD4aisNESqrVb+0NjX5DcPvu8v1Q6fJsOIuvxt4SdSkWzuWvGUJ5/mrrGjMU2TawcO4vJ+V5GVlcV1/fqSEB/HD9+tZs2vGzAM44Q2ERFPMo2G1MXOeFLcHYpUgqysLCZPmsiCxZ/xQ01fnv3RwOf/nv65MxeICuPLlx9nxapvsdlKdrV/9AwCjLx1DP9+7BHCDh2kU+culZyBSPViGNAnFL5LL3nqssUDa8B5iVBgGtzT0OnuUMTLVXrxt+r7nwDo1LkL67ftKjUtJCSEVWt+4ucfv+eByVMIDS15fu/J2kREPMEOM5BvCWUaMQQa2ql7gw3rfiUxMYEbB14NgDUnny32Ii6/PJxfflnLptgMLE/fwNTnX6R7z/MAiIuNZduWTQweOgyAvLw8MtLTsVqtbstDpDrpE2qyONnCvjyTbkHujqa0QifMSTDoF2rSIdDd0Yi3c1vP36nUqFmTocNv/ts2ERFP8DINCKWYiZzByN9SLVxz3fVEJf35RNcZc+fz/Mpf4fl55BYWsWLC9dS/8EpuHz/BNY+Pjw+TJ02kRctWtGzdhpeefZoOnTrTtl17d6QgUu38Md7f2kw8rvj7IhUS7QYzGukEobif2+75ExGp6g6a/iyjJveTRKihe7e8VU0bXBhisjvX4NaPVpO7dyPpP3zuGs9vzIhh1K1Xj1fffIdRw4fSrV1LoiIjWPTZciwW7YZFykNDX2gX4Hnj/ZkmzIwz6BBgcqUuXhMP4HE9fyIiVcUrNCAAJw+S5O5QpII1a9HC9aTPvxp12zhG3TaOyeEm87gBfja5ONRkWafSD/8ZOvxmXcUiUoEuC4ElyVDkBF8POa+yPgv25hm82cqpQd3FI3jIV0NEpGqJMH35mNpMIIW6RrG7wxEPMKmhiUFJwbc+CxKL3ByQiJfpG2qS6zTYnuPuSP40M96gts3k5pMPuSZS6dTzJyJyFl6lARZMHibB3aHIWaiIcaU+MJthow52DEzT5O3tKcwwosp9PVVtTCmRynJpCBiY/JoJF4W4OxoIz4fV6fBwYwjQs53EQ6jnT0SkjOJNHz6kDuNIpYlhd3c44gHiTR/mUQf777vVIizMow4Jps6xilSWmj5wbhCs9ZD7/t5PMLAZcGcDjf8qnkPFn4hIGb1BfewYPKpeP/ndCzTkr8/xcwAv0Mgd4Yh4rT6hsC0Hct38DK7MYvgkCYbVgQa+7o1F5P+p+BMRKYM008p71GUkabQxCt0djniIjQRR9JddahEWNuBhz5wXqeb6hJrYTYNN2e6NY0Ei5DoNJjZUr594Fl2PIiJSBu9QjxysPEG8u0MRD7LTOOjuEEQE6H0O+BgmazMN+tVwT+FVbMLsBINLQ0y66vyPeBj1/ImInKFs08Jb1OcG0uliFLg7HBER+YsgK/QKhl8z3RfDylSILTK4V71+4oFU/ImInKFZ1CUdG0/oXj8REY/VN9RkTy6ku+l5XO/FG7TyN7mmpnvWL3I6Kv5ERM5AgWnwGvXpRxYXGrnuDkdERE7hslAwMViXVfnr3pIN23IM7m5gYvGMh46KlKLiT0TkDMyjDgn48pTu9RMR8WjnBUOQxXTLkA/vxRuEWk1G1av0VYucERV/IiJ/w24a/JcG9CaHy3HzI+REROS0fC0lg7xX9n1/UQUl9/vdVh+CNai7eCgVfyIif2MxtYjAj6eIx9BlPCIiHq9vqMmRAoO4ShyRZ3aCgQFM0KDu4sFU/ImInIbThJdpQDfyGIgbHx8nIiJnrE9oyX9/raT7/rId8FESDK4NTfwqZ50iZ0PFn4jIaXxBDQ4RwJPq9RMRqTK6BEItm8mvlXTf36IkyHYY3KfhHcTDqfgTETkF04RpNKQtBQwn3d3hiIjIGbIYcFkIrM0s+S2vSA4T3o83uOAck/POqdh1ifxTKv5ERE7hO0LYQRCPE49VvX4iIlVKn1CTuCKDYwUVu55v0yCy0GCiev2kClDxJyJyCtNoSFMKGU2au0MREZEy6vvHfX8VfLv2zHiDpn4mA2tV7HpEyoOKPxGRk9iQBb9xDlNIxNfQ2VwRkaqmlT808q3Y+/525cDG7JJB3W26QkSqABV/IiIn8XqsQV3s3EmKu0MREZGzYBglvX+/ZZU8ubkizIw3CLaYjNag7lJFqPgTEfmLXTnwY4bBZBIJNJzuDkdERM5Sn1CTtGKDfXnlv+y4QvgiFUbXg1Bb+S9fpCKo+BMR+Ys3Yg1CrCb3kuzuUERE5B/oE1Ly34q4729OooHDhLv1oBepQlT8ibjB/n17ufi8c09ov/fOcXzy0XzX6wUffkD75o1c/9o2bUCtgD9PL344+z2GXDuAMSOGsXXzpkqIvPoLy4Ov0uCuBhBqONwdjoiI/AON/KCtv8nacr7vL88B8xNhYC1o4V+uixapUCr+RCrZ7p07uHX4UHKys11tDoeDRx96gOWff1pq3rF33kVYZJzr33Mv/Yehw28GYPHCBSz/7DNefesdhgy7iZuHXE9eXgVc1+Jl3owzCLDAvTqTKyJSLfQJhY1ZUFSOV/EvSYb0YkP7CqlyVPyJVLKZb7/Jy6+9Uart5x+/JygomBtvGnHK9xUVFfHaKy/z72dfAKC4uJi33ptF23btGXbzSAzDIDE+vkJjr+4iC+DzZBhbH2r7uDsaEREpD31DTXKdBttzymd5zt8Hde8eZHKRBnWXKkbFn0gle3/uAjp37lqqrV//q5n64jQM49SXpXy+eBHn9bqAlq1bAzDm9jtp07YdhYWFzHz7Tdq0bUeLVq0qNPbq7u04A4sB9+tMrohItXFpCBiY/FZO9/39kAFHCkp6/U6z2xbxSHo2kUglO1mBd7qi7w/vz3iHt2bOOqF93Kib+X71t8z/5NMzWo6cXEIRLEqCUXVL7hEREZHqoaYPdAuCtZkGjzb95yf33os3aOhjMqR2OQQnUsnU8ydSBezcvo3i4mJ6nt/rhGmLl33JmrXrmXjXHcTFxrohuuphRpyB3YQHG6vXT0SkuukTCltzIPcfPsdrfy78kmkwvqGJr46ipQrSZitSBXy+5BOGDrupVNs3X31Jbm4uAD3P70XzFi05ejjMHeFVeel2mJcIN9aBlnpqm4hItdM31MRuGmzK/vt5T+f9eIMAi8ntGtRdqigVfyJVwDdfraTfgKtLtS39dDFTn3wMp9PJ3j27iY6KpFv3Hm6KsGqblWCQ6zR4SL1+IiLVUu9zwMf4Z0M+JNvh8xQYWbfkUlKRqkjFn4gHSyiCft9FkJSUyLk9epaa9srrbxMdFUn75o24546xLPjkM2rUrOmmSKuubAfMiofrapp0CnR3NCIiUhGCrNArmH/00Je5CVBoangHqdr0wBcRN2jWogV7Doef0D5zzrxSr1+NMdgV0pLbt+Vgs5Xe2dStV49Pv/iqQuP0BvMSIMNhMLlxOQ4AJSIiHqdPqMkrMQbp9rL33BU44cNEg/41TNoGVEx8IpVBPX8iHsI0Ia4QfsyAd+JgXJjB/ERwYrAoGRKL3B1h9VPghBnxBpeHmpynsZpERKq1PqFgYrAuq+zvXZYCyXaDier1kypOPX/iEfbv28tdY0ezYftuAOx2Ow9Pmsg3q1bSomUrZs9fSKvWbQB4/923effN1yksLODagYP475vv4O/vz6GDB3j0Xw9wOOwgjZs05ZXX3+L8Cy6s8NhrbNpR5vdkmlb2EcDe3//98f/p//eVDMSB8/fzMw6nydvbU5hhRJVb3AAZvXv+/UzV2MdJkGQ3mKNePxGRau+8YAiylNz3N6j2mRdxpgkz4w06BZr0Da3AAEUqgXr+xO1279zBrcOHkpP95yO4pr/8EocOHWTXoWM8/dyL3H37bQAcDjvE3Nnvs2HHHvYeiSAuLpbZM9/FNE0mjBvDqDG3cSgilkeeeIphg64lJyfHXWkBJfcG7DYD+NisxeNmYwaabWhmdqUGPbiUDtxLcxZSGzsGN5HOO0TyC4fYx16cGEDJjel2LMylDgmmzteUF7uzZFD3XsEml4a4OxoREalovha4KAR+K2PP369ZcCBPg7pL9aAjSXG7mW+/ycuvvcFjDz3oalv66WJe/O90goOD6XtlP/79+BQiwsM5uH8fnbt2JSSk5Gi998WXEh0VyYH9+0hKTGDk6JIi8dqBg/D19eXo4TC69zyvwnNwmnAcv1K9eHsJ4DD+OH4v4Hxw0oECLiOHriTThXy6kk8zik7YmUw0m/HXvqgCDB6jCQuIqPB8vMHSFIguNPhvS6d25iIiXqJPqMkzkRbiCk0a+Z3Ze2bGGdT1MRlep2JjE6kMKv7E7d6fu4DoyMhSbTHRUXTv8WfR1rxFC44cCaNLt3N55MH7OXhgP6GhNVj22RKem/YfLBYLebm55OXlERgYSGxMDOlpadStV7/c400qggN5cDAfDuQahJkd2Y8/eVhd87SkkK7kcSPpriKvHYX4GGd2mclGgig6oWPe4FNq8V8zhvpGcTlm5H0cJrwRa9A50OTqGu6ORkREKssfl23+mlUyZMPfOZIPazIMHmti4q/r5aQaUPEnbmecpNvF6XQSWuPPo/LAwCAyMzJo3aYtV141gDvHjMJqtdK4SRP6XtEPX19f2nXoyE2DB3LV1deweOECLrmsL42bNDnruHIccDCv5N+BPKOk4MuDlOI/461jM+mGg/Gk0PX3Iq8z+QQb/+wesp3GwRPa1pvBDKAt/WnHz2YYtQ3HP1qHN1uVBkcKDD5sq14/ERFv0iUQatlMfs00GFn370/Ivh9v4GuY3FFfD3qR6kHFn3ikWrVrk5mRQWBgycBr+fl5WK1WPl/yCb6+vq4Hw0x7bipTHryft9//gOVff8fihQvYv3cPRw6H8caM989oXXYnHC0o6c37/yIvsvDPqiDQYtIxEK6pCZ2CnHQKhI4BUM8Xamw6XP5/gJO4xMhhpXmUgbTlGtrxg3mYUBWAZWaa8HqsQWt/kxtquzsaERGpTBYDLguBtZkl+4PTnQBMt8OSZLipTsn+XqQ6UAe2eKQLL7qYDet+BUp6AXdu307TZs3ZsO43Onbu4pqvV+/ebNqwHoCQkBDuvm8S9Rs05LpBg7nksj6llmmaEFUIq9Ph9Vi464jBJbsNGm8xuHi3hfFHLLwVCxEF0DMYnmrqZFF7Jzt6OIm+wOSHribvtDG5t2HJZSPu2BH0M7JZyjF2EcBA2pBr6itcVj9kwJ5cg381NrGq109ExOtcFmoSV2QQXnD6+eYnQZ5Tg7pL9aKeP/FIY++8i4fuu5c6deryw/ff4e/vT8/ze/H9b+t5ef4S2l94GbVsJm9Nf5XOXbu63peSnMy8ObP49Pt1rMss3Zt3KB+yHX8e7TfxLenN618DOgU66RgI7QLAz8PrqeuNTD4xjzOSVgyhDV+ZR/A/w3sJpaTXr7Gvyc26cV9ExCv9cd/f2kxofYoB2+1OmJNg0DfUpHNQ5cUmUtFU/IlH6tf/ap6c+hzPP/MUtevUYfHyL7FYLCRcO5Gc3/Zz6w3XYuZl0+uiS7nl2ddZlAQH8wxWPP0c+QPGcVVGe8goWVYNq0mnQBhRp+SSzY4B0DEQQqvw1n+TkU6eGcE4WnITrVlmHsNXBeDfWp8Fm7INXmnhxNfDi3wREakYrf2hkW/JfX93NDj5vnNFKsQVGbzeSuPASvVShQ9/pTpp1qIFew6Hl2obeesYRt46xvU6thCWZAXAY/OwY9LEDzYUwvoUA1LA3zBpP2UGfQKhY2DJfXmdAqGBz+mv6a+qxhqp5JkWJtKc0bRksRmuyxj/xhsxJY/rHlPP3ZGIiIi7GEZJ79936SVDNVn+su80TXgv3qCtv0l/PRFaqhkVf1LuamzaUW7LMk3YRBCLqcUc6riGP3ACtsJCniGNruTRlXxam4VY84C8f7bOjN49/3HcleVeI5k808IjNCUQJ3PNiBN2YlJiVw78mGnwTDMnAda/n19ERKq2/fv2ctfY0a6HxNntdh6eNJFvVq3knCatSHtkEfs7taJrEKxb+wsPP3AfmZkZ9B97LzuveYbpLZ1s3bSBIdf2JyS05FrRWrVqs3HnXnemJfKPqPgTj2OasIcAFlOLJdQiEj98cVLM/1c1BvH4cg9JNPDyMe8eNhLJNS1MpTGBOJlhRlXLns5/6vVYgxCryZ3lP/SjiIh4mN07dzD2lptxOv+8bHP6yy9x6NBBdh06xpr1m7nz8dGsvXgDTYvSGT1iGO+8/wHXDBxExyuvJahOL0ZecDWLlu/gnvsfZOqL09yYjUj50V0v4jGOmn68YDakM53pTmem04COFLCA44whFRulr8t3AC/QyD3BepiniedR4nmPejxKE0zd/lfKoTz4Ks1gQgMI0SkvEZFqb+bbb/Lya2+Ualv66WIemvIYwcHB3Hh1P3yLC/h2/3HWrP6GFi1bMWjIjcQ5fEgbdD/N1i0myAo7tm2l5/nnuykLkfKnwyBxqxjTh09/7+HbRsnjtPqQzSQiGU46dX/v1XvDrOe65PMPRVjYgB7BBSX3L/zHjCUPC9NpQBBOniXO3WF5jDdjDQItJvfocd0iIl7h/bkLiI6MLNUWEx1F9x7nuV43bNaS7QfCuLwgmu49Sm75mJVgYGnUCtuXYUBJ8bdty2YenHg3jRo34dU33+GiSy6tvEREypmKP6l0KaaNpdRkMbX4jWBMDM4jl+lEM4I0mhj2E96z0zjohkirFsOAt8xocrHyHI0IMh1MMRLdHZbbRRbA0hS4uyHU9nF3NCIiUhmMk9z/4HQ6Ca3x5xNcGocGEpmdSYyjpD2rGD5Ogv4NgzialUFxcTHnX3AhDz36OG3btWfJooVMGDeGXYeOYrXq5nGpmnTZp1SKLNPCR2ZtrjXb0oBzuZfmJGHjWeIIYy/bjIM8bCSetPCTM2cx4AMiGEkqj9KUGWZdd4fkdm/FGVgNuE+9fiIiXq1W7dpkZmS4Xgfb88BiIdG/FlkZGXycVDIe8LDgXKxWKzabjZlz5tG2XXug5Cnk+fl5hB3SCWmpulT8SYXJNw2WmTUYbraiPt0ZS0sO4s8jJLCL/RxgP88Y8bQzCt0darViNeAjIhhMOvfTnHlmbXeH5DYJRbAoCW6pC4383B2NiIi404UXXcyGdb8CJb2A+3dup02L5iS0v5T1635jVoJB73NMcvdtpkmzZsTFxrLyi2Wu9+fl5ZGRnq5eP6nSdNmnlCu7E741Q1hMLVZQk2ys1MPOeJK5hTQuIldPoqwEPobJp2Y4g2nDeFoQaDoZYaS7O6xKNyPOoNiEBxur109ExNuNvfMuHrrvXurUqcsP33+Hv78/11zUi1mJFpqeU4uotx7jlqH9mf6fafz7uRfw8fFh8qSJtGjZipat2/DSs0/ToVNnV0+gSFWk4k/+MacJG7NhWYrBylRIpR2hFHMTaYwknSvIwqaCr9L5GyYrzGNcQ1tG05IA08lgI9PdYVWaNDvMS4RhdaClv7ujERERd+vX/2qenPoczz/zFLXr1GHx8i+JqmnwboJBxJPLCJz9KF9Pm8Kdd9/LiFGjAXj1zXcYNXwoubk5XHTJpSz6bDkWiy6ck6qrUou/pMRExt5yM9/+tBaASXePJ+zQQQZccx2PPPFUmdrEvUwTduXC8hSD5akQV2QQYDG5piaMTT3KNWTiZ6i3xd0CDSerzCP0px030ZqvzKMMMLLcHValmJVgkOs0+Fdj59/PLCIi1U6zFi3Yczi8VNvIW8cw8tYxrteNHGBg4qzVkK4vfsTqrqWPXYYOv5mhw2+ulHhFKkOlnbrISE9n4vhx5OXlAvDViuU4HA7WrF1PxPFwjh09csZt3ubVaS/SvUMbOrduztNPPEpRUREJ8fHccE1/6ocE0KVNC75asdw1/7wPZtG2aQPqnePP2FtuIicnp9xiCcuDaVEGvXYZXLnXwqwE6BoEs9s4OXy+ydx2JjcYGSr8PEiI4eRbjtCBAobQml/NYHeHVOGyHTArHgbWNOkU6O5oRETEU2U7/vz/3bmQWOS+WEQqg/Xxf099tjJWVGS3M/jG4az6cgWjbhvL3Nnvc92gwbRu05b8/HwiwsPZumXzGbV1696j1LLnz5nNQ/ffy4IPPyA3J4eatWrh4+NLQlwcyclJBAUFczz8GPYiOwUFBcTGxuDn509sdDRpaan4+wcQcTwcR7GD3Nxc4uJiCQgIJCoygsz0DHx8fYmMOI7pNMnKyiI+Ps61zJysbCxWK1GRERgYpKenk5AQ75qem5MLhkF0VCQWw0JqSgqJiQmu6fl5+TgcDmKio7DZfEhKTCQpKdE1/ZuVK1m0cD7vzZ3PfQ9O5u3X/kvYoYMs+mg+TZs3Z/a8hTRq3IRHHriP2+68ix+/W83zzzzFgsWfM3rcHXy+5BMS4uNp1KTJWee0PzmLmZEFPJMQyMsxFjZmQwffYsb4JvFGsyKutSRTJzuBmueUvN8ZGY3D4SAqMQEfq43EtFQS01IJ9g/gWFwMhUVF2IvtRCcl4GuzEZeaTFJ6mmu6vbiYgqJCYpIS8ffxJTopkdSsDAJ8/QiPi8HhcJCbn09schKBfv5EJMSRkZ2Nr83G8fhYTNMkKzeXuJQk1zKz83KxWixEJMRhAOnZWcSnJrum5+bnY2AQmRCHvWH9Mn1OsVu2enxOQRa4IjuSb33qM8dSnzaJYYTkZZBXt/Ypt73CgkLsdjsxMdFV7vs0/WgOvxUF82xwHKTGnXVOyTt3V+rnZDEMUjIzSEhNcU3PLyw4q++TrXXLMn1OKXv2enxOp/s+xftayrTtFR4N9/icTrXtWVo2L9P3KWH7Do/P6XTbXgTFZ/wbUXw8qkrkdKptr6hBvTL97sVu2erxOZ1q2ytsWL9Mx0YFa36iTkoGsVu2YoRHYo2IInnHTkISkknbvYesvftd060R0RAeQcqOXdRITCV5xy5yDxykZlIacVu24hMZg+NIOKk7d/NaZk32GEE4DQsW0yTpcDgDjuygKOwoabt2u5ZpP3yUoLhEErZtJyAmnvyDYaTv3uOa7jgSTkBMAonbthMYm0DO/oNk7N7rmp4REnza472/7p/S9uz1iM/pbL5Pf+x/znSfm7x7j8fndLrvU4wVjzw2ql27zklrMiO9wFGpXTTX97+SVd//xKS7xzPhvkl07XYuP32/ht27dhJ+9MgZtT005bHKDNmtbhs5nCv69ef2u+4GYM6s9/jhu28ZdMNQRt02DsMwKC4upm6wHwfCo0lJTqK4uJge550PwEvPPkNyUiJvzpxVpvUmFcGKVFiaYrA1p+SGvV7BJjfWMRlSGxr4nvq9NTbtOLtkPURG755lmr8q5Rtr+tCH9qRj4xfCaHZRR3eHVO7yHdB9p0HnQFje6Z/9vFWlz/avqvN2fDLelK835Qply9ebcoWqna8n5Bpv+tCKrhT834VwATgJZw8NjOJyXZcn5FtZvClXKHu+7ua2B74EBQdTkJ8PQG5uDk6n84zbvInFYiElOdn1et/uXdSv34Bbx97ualvz7de0aNmKho0a0bBRo1LvX7P6G+6d9OAZrSujGFallTy45ddMcGLQKdDk6WZOhtWG5npoRpXX2LDzo3mYy+jAVbRjVT60C3B3VOXr42RIsht8qHv9RETkNF6gIX/dUziAF2jEDKLcEZJIhXNb8de9R082bVhPrwt7s2/PHtq0a0fjxo3PqM2bjBx9G+PHjMJut5OYEM/C+XNZ9f3Prun5+fk8+9QTPDn1uRPe+/H8uRQWFDB8xC2nXH6uA1anlxR8P2ZAkWnQws/kocYwrI6TjrpfqtppYRTxoxlGHzowZL/BN11MWlSTwt7uhLdjDXoFm1wS4u5oRETEk20kiKK/PP6iCAsbCHJTRCIVz23F33WDh3Bdv74kxMfxw3erWfPrBgzDOKM2b3LNddezbNVqVn+9is0bN3BZ3yu4+NLLXNOfePhfdOzcmZtGjir1viOHw5j61OMs++pbbLbSH3ORE37MKCn4VqdDrtOgoY/J+AYlBV+PIDQWXzXXzijkBzOMPmZnbjhg8HVnkybVYBD0pSkQU2QwvZVT27CIiJzWTuOgu0MQqXSVXvyt+v4nAEJCQli15id+/vF7Hpg8hdDQ0JLpZ9jmTS686GLad+jIvDmzeH/uAlf7nFnvsWHdb/ywblOp+TPS07l1+FCefu5Fuvc8DwCHCeuy/hyLL9NhUNNmMrwODK/j5KIQsOpg2at0MQpY3tFk8AGDob8XgPVOcy+np3OY8EasQZdAkwE13B2NiIiIiOdx6yDvNWrWPGHs/+RqtwAAIABJREFUlDNt8zZvvfYqAwfd4Crmvlm1kpefn8p3v6wjJOTP69vsdjs3Dx1EnyuuZOydE9j6++DrK1Ih0W4QbDG5rlZJD98VoeCjcUq9Wvdg+KyDybCDBkMOGKzqbFLLx91RnZ1VaXCkwGBuW/X6iYiIiJyMW4s/OTMx0dEs+mgev23Z6Wp75cXnycvNZeBVl+M0IdMBC5YsxcxIYeumjewLO8K8z5fjNMHS5WKue3cZw+o4GVADAq1uTEY8Tu8Q+KSDyYiDBsMOGqzoZBJaxX4ZTBNejzVo428yuLa7oxERERHxTFXsEM87NWnalMNR8aXa1m7a5vr/h8MN5iXCa0GQew7ws0kRJleEwrA6JT19oTYNui6n1jcUFrQ3GR1mMOKQwbKOJkFV6CTBDxmwJ9fg3dZOXb4sIiIicgq66K+K25wF8xLBxGB7rkGgBV5t6eTg+SZLO5ncUo8q14sj7nF1TfigrcnWbLg1zKCgioyUYJrwWqxBY1+Tm04+nqmIiIiIoJ6/SlNRA1guNZsDJUe8vjjpnZvCIxFREFF+66hqg1fK2RtSGwramNx71MLYMFjY3sTXw08RbciGzdkGr7RwenysIiIiIu6kQ6UqLN704WNqY1JynVsRFuZRhwRTNb2cvZF14bWWTtZkGEw4YlDs4VcMvx5jUNfHZEw9d0ciIiIi4tlU/FVhL9CQv16Z5wBeoJE7wpFq5I4G8GJzJ1+mGUw6ZuD00AJwZw78lGkwsaFJQBW6R1FERETEHdRFVIVtJIiiv9TvRVjYQJCbIpLq5L5GkOd0Mi3aQoAFXmtpetwQCq/HGoRYTe6o7+5IRERERDyfir8qbKdx0N0hSDX3SGPIdZi8FWcQZIHnm3tOAXgoD1alGTzS2CREv2QiIiIif0uHTCJySoYBU5uZ5Dvh3XiDQCs80dQzrgF9I9Yg0GJyT0PPiEdERETE06n4E5HTMgx4uYVJngP+G1NScD3Y2L0xRRTAshS4uyHU9nFvLCIiIiJVhYo/EflbFgPebG2S54RnoywEWJxMaOi+eN6KM7AacJ96/URERETOmIo/ETkjVgPeb2NS4ITHIiwEWp2MdsPwCvFF8EkS3FIXGvlV/vpFREREqioN9SAiZ8zHAnPbmVwZavLAMYNlKZUfw8y4krEH/9VYvX4iIiIiZaHiT0TKxM8CC9ubXHQO3H3E4Ju0ylt3mh3mJcKwOtDCv/LWKyIiIlIdqPgTkTILtMKSjibdg+H2wwY/ZlTOemclGOQ6DR5Sr5+IiIhIman4E5Gzco4VlnY0aRcAY8IM1mdV7PqyimFWPAysadIxsGLXJSIiIlIdqfgTkbNWwwbLO5k09YORBw22ZVfcuuYlQqbDYHIT9fqJiIiInA0VfyLyj9T1gS86mtTxgeEHDfbmlv868h0wM97gilCTnsHlv3wRERERb6DiT0T+sUZ+8GUnk2Ar3HjAICyvfJf/cTIk2Q0e1r1+IiIiImdNxZ+IlItm/rCik4nFgKEHDI4XlM9y7U54O9bggnNMLg4pn2WKiIiIeCMVfyJSbtoEwBedTApNuOGAQUzhP1/m5ykQU2QwubGJYfzz5YmIiIh4KxV/IlKuOgXCso4mGcUw5IBBYtHZL8thwhuxBl0CTQbUKL8YRURERLyRij8RKXfdg+GzDibxRSWXgKbZz245X6XB0QL1+omIiIiUBxV/IlIheofAJx1Mwgtg2EGDzOKSdqfTSf8+F7Nk0UIAenXtSPvmjVz/GtUM5r8vvYBpwnNfrsVnXEceP78xr0570Y3ZiIiIiFR9Kv5EpML0DYUF7U3258HNhwxyHDBrxjv4+fkz8tYxAGzde5CwyDjCIuPYfyyKJk2bMfjGYXwRkU7Eozcy9skX2Hckgt/W/sIPa1a7OSMRERGRqkvFn4hUqKtrwgdtTbZlw40/RvDKS88z/e13Tzrvx/PnckHvi2jfoRMvLf0Wn8atmDbmRnx8fJgw8T6WLllcydGLiIiIVB8q/kSkwt1QG2a0Mdk67QEKfIOY+tQTPP3Eo2Skp7vmcTqdvP36dP415TE2ZEF4ZDQ9evTE5/dfqeYtW3H0yGE3ZSAiIiJS9an4E5FK0S5yK2z6msKrxpBxzQT279vLqOFDXdO/XbWSNu3a0aZtO16LNQg0HJzX4M9HfAYFBZGZkeGO0EVERESqBZu7AxAR77B54wbO63UBN774Ek9FWhjSvTc/96lHakoKtevU4aN5H3LrbePYkQM/ZxoMbFaLvOORrvfn5eVhtVrdmIGIiIhI1aaePxGpFFabjWbNmzOxETzV1MmKnAAMq5Wg4HNIS01l88YNDLh2IG/EGoRaTR7ofwkb1v3mev/2LZtp0qyZGzMQERERqdpU/IlIpejXfwAb1v1GRHg4kxuZXPjNq5idL+HFBH+++/Zrel3YmwgzgFVpBhMawAXdu1KjVi2eefIx1v70I9P/M42bRo5ydxoiIiIiVZaKPxGpFK3btOW/b7zNLcOH0LZpfcxtP3DLa/OYEW/w7lc/0eXCS7lhv0GAYXJ3QxOAhUuWkhgfz78fn8Kdd9/LiFGj3ZyFiIiISNWle/5EpNIMHjqMwUOHuV47TbCFmyz810cQYJKcD10CobZPyfT6DRowa95HbopWREREpHpRz5+IuI3FgDdamVxX0+RAvgEYHMmHxCJ3RyYiIiJS/ajnT0TOWI1NOypkuU3NZlioixMD0zR5e3sKM4yocl9PRu+e5b5MERERkapCPX8i4lbxpg8LqIMTA4AiLMyjDgmmzk2JiIiIlCcVfyLiVi/QEOdf2hzACzRyRzgiIiIi1ZaKPxFxq40EUfSXn6IiLGwgyE0RiYiIiFRPuq5KRNxqp3HQ3SGIiIiIeAX1/ImIiIiIiHgBFX8iIiIiIiJeQMWfiIiIiIiIF1DxJyIiIiIi4gVU/ImIiIiIiHgBFX8iIiIiIiJeQMWfiIiIiIiIF1DxJyIiIiIi4gVU/ImIiIiIiHgBFX8iIiIiIiJeQMWfiIiIiIiIF1DxJyIiIiIi4gVU/ImIiIiIiHgBFX8iIiIiIiJewG3FX3FxMV3atOD6/ldyff8r2b9vL5PuHs+Avpcw/eWXXPOdrE1ERERERETKxm3F3/69exg2YiSrvv+JVd//RPjRIzgcDtasXU/E8XCOHT3CVyuWn9AmIiIiIiIiZWd9/N9Tn3XHiletXMHSxZ+w+OOP2LZ5E9HRUVx/wxBat2lLfn4+EeHhbN2ymesGDS7V1q17jxOWNX/ObB66/14WfPgBuTk51KxVCx8fXxLi4khOTiIoKJjj4cewF9kpKCggNjYGPz9/YqOjSUtLxd8/gIjj4TiKHeTm5hIXF0tAQCBRkRFkpmfg4+tLZMRxTKdJVlYW8fFxrmXmZGVjsVqJiozAwCA9PZ2EhHjX9NycXDAMEnfsxGIYpGRmkJCaQrB/AMfiYsgvLMDhcBCVmICP1UZiWiqJaamu6YVFRdiL7UQnJeBrsxGXmkxSepprur24mIKiQmKSEvH38SU6KZHUrAwCfP0Ij4vB4XCQm59PbHISgX7+RCTEkZGdja/NxvH4WEzTJCs3l7iUJNcys/NysVosRCTEYQAJAb4nzSk6KhKLYSE1JYXExATXdGdktMfnlJ6dRXxqsmt6bn4+BgaRCXHYG9Y/Iaf8vHwcDgcx0VHYbD4kJSaSlJRIUFAwsVu2enxOp9r28urWPmlOx8OPUVhQiN1uJyYm2vV9yjx4yONzOt22l1Uj5IScTvcbkbxzt8fndKptz9a6ZZl+91L27PX4nE637cX7Wsr0W154NNzjczrVtmdp2bxM+6eE7Ts8PqfTbXsRFJ/xPrf4eFSVyOlU215Rg3qnPI442T43dstWj8/pVNteYcP6pzyOONk+N+PAQY/P6XTbXkZI8CmPI062z03bs9fjczrVtvfH/udkxxEn2+cm797j8TmdbtuLseIRtcZfv0+1a9c5aQ1mpBc4zIoo7v7Ojm1badS4CQ0aNuSeO8aycf06Pv58OV27nctP369h966dhB89woT7JpVqe2jKY+4I9x+rsWmHu0M4axm9e5Zp/qqcK3hXvt6UK3hXvt6UK3hXvt6UK5QtX2/KFap2vt6UK3hXvt6UK5Q9X3dz22Wfnbt2o0HDhgD0OO980lJTKMjPByA3Nwen00lQcPAJbSIiIiIiIlJ2biv+7rnjNvbu2Y3D4eDrlV/y6pvvsGnDegD27dlDs+bN6d6j5wltIiIiIiIiUnY2d614ypNPc9fY0ZimybUDB3Hd4CFc168vCfFx/PDdatb8ugHDME5oExERERERkbJzW/HXqXMX1m/bVapt1Zqf+PnH73lg8hRCQ0NP2SYiIiIiIiJl47bi72Rq1KzJ0OE3/22biIiIiIiIlI3b7vkTERERERGRyqPiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL6DiT0RERERExAuo+BMREREREfECKv5ERERERES8gIo/ERERERERL1Alir9Jd49nQN9LmP7yS+4ORUREREREpEry+OLvqxXLcTgcrFm7nojj4Rw7esTdIYmIiIiIiFQ5RnqBw3R3EKfz2OQH6TfgagZccx3LPltCQX4+t469vdQ88+fMZsHcOQCMvWM848ZPcEeobjV/zmyvydubcgXvyle5Vl/elK835Qrela835Qrela835Qrela835XomPL7nLy83l4aNGgNQs2YtkpKSTphn3PgJ/LxhCz9v2OK1H+4fxa838KZcwbvyVa7Vlzfl6025gnfl6025gnfl6025gnfl6025ngmPL/6CgoMpyM8HIDc3B6fT6eaIREREREREqh6PL/669+jJpg3rAdi3Zw/Nmjd3c0QiIiIiIiJVj/Xxf0991t1BnE6zFi15cspkjh09wjdfreTZaa/g7+/v7rA8j2nSved57o6icnhTruBd+SrX6sub8vWmXMG78vWmXMG78vWmXMG78vWmXM+Axz/wBSAjPZ2ff/yeiy/tQ/0GDdwdjoiIiIiISJVTJYo/ERERERER+Wc8/p4/b2OaJllZWRWy3Kpk7U8/ujuECuVwOMjJySnXZRYVFZXr8jxVVdiWY2Ni3B1ChTNNs9w/i5ycHLZt2Vyuy6xMRUVFZf6beMO2cvDAfsKPHT3ptLy8vDNaRmpKCrt37vhHcezYtpWtmze5XhcVFXH82DGWLFpIelpaqXnXrf3lH62rPK1Y9jkFBQXlsqyK+N6WRWXsp1KSk4kIDy+35e3dvQuHw1FuyytvpmmeEJ9pmuTm5p71QxILCwtd/1+Vji2cTiervvzC3WF4PJu7A5DSCgsLub7/Ffy6efsZzf/pJx9zJCyMfz/3winn2bxxA6+9Mo1Pv/gKwzDKK9QKs2TRQh5/+F8sXvYlF11yqat94FVXsOr7n5g3ZxY3Dh9BjZo1gZKDp+effpJZ8z5yV8gA9LnwPNfn1rf3+azdtO2EeXp378KmXfs4sG8vs2e+yzuz/nz8cFJiIoWFhVgsFsaMGMb8Tz7DMAzG3nITCz9dhmma+Pn5UbdePdd7/vPCc9x1731s27qZn3/4nv+89qZrWlFREe2aNaR7j5Nf575n904OhEdX2D20V112ET/8thGAObPeo+d557Nx/True/Ah1zwXdOtEvfqlL+U+cvgQy1atpkvXbicsMycnhz4X9GTHgcMArh2e1WqtkBwAMjMzSU9NJS0tlZSUZCKOH2ff7l2MGDWaS/r0xW6307f3+WzYvhuArKwsHrhnPMtWrT5hWXfffhsPPfo4HTp2crX954Xn6H3xJVze7yoAdu/cwajhQ2nbrn2p9+7bu5vt+8IIrVEDgBYNap/ys3U4HLw7aw6NmzYFwGazccuwG3jn/TlYLBYenDiBhZ8uw+FwYJomH82bw5JFH+Pr44vD4cDpdOLj44PD4eDCiy/m2RdfPmEdH7w3Az8/P8beeddp/36ffvIxNWrW5OprB54wbeP6dXy2eBFvvPueq23ypIn8snErFsuf5ybL82/SvGXL08Z7svdZLJYTfjtN08TpdJba9t5+7VV8/fx4YPIjJ11WWbaVM4nrj8/pVOuyWCz896UXuGX0bTRt3hyLxcLVV1zGtz+uJTc3lx1bt3B5v6uw2+3cOeYWHn7sSc7t0ZNBA/rx1Zofmf6faaz++ityc3KY/NgT3HjTCFo2rEO3c3ucdJ179+ziaEwiuTk5bNv6ZxH/1RfLycvLY8Sto11tF150CTnZ2dw5ZhTvz13A0k8X88XSzwgNrVEqx29/WgvAsaNH+GzxIs7t0RO73Y6Pjw8D+l7CmrXr//Zv5XQ6cTqdREYcJ+zgQc7t0ZPEhATObd+K4HPOoU3bdtSpW5erBlzjes/HC+aRmZnBwMFDTrvsJYsWsnvnDl6e/sYJ0zauX8funTuYMPF+Nm/cgM1m484xo/hw4Sc4HA66ntudoKCg0y7/6JHDzJ45gxtuHF6qPSE+nvG33ep6vfzr1Vx5yYXUqFGyX9yzaweHoxNO+H0/3fe2uLgYq9WKYRh8vuQTCvLzGXP7nUDJZ/HHtp6clMTtt45k1fc/ud578Xnnurbrv6rs/VR8XCzT//MSCxZ/zqW9elCjRk0O7N9Lp85dSU5KZPPu/aXmf+TB+3lq6vPUrFXrhGVlZmYyedJE5n68hGuuuIyWrVoDkJSYwNQXp/3t9lEZtm3ZzGOTHyQwMIg9u3fS7dwemKZJTk42H3+2nKbNmgEl+8/0tDQyMtJJSUriyOEwdu3YzrMv/Yd69eu7lvfaKy9z+NBB1zHVTYMHMuzmEdx2x3i35Pd3vlj6Gfv37nW9nv/hbHbtKDlR5HA4GD7yFjp36XpG+19voeLPw5imSUhIqOv1pLvHExZ2iMCAQKIiI9hx4DDHjx3jk4ULeOrZ5/H393f9KD45ZTKXXNan1I9RZkYGjz/8L95+/wMMw+DJKZMZN34C7dp3qPTczsSuHdtZ8vFCtuw+wMsvPMsH78+gdeu2XNqnL8HnBGMYBgH+Adx0w0CWf/0dO7dtpXPXbhV68H86X69cwdzZ72Pz8SEqMoIRQwcBEBlxnBFDB+EoLubqgYP49qsv8fH1JT4+jhFDB5GdlU10VCQjhg6i2G7nnkkPUlxcTPjRo1gsFtLT0vh65QqgZEe78otlALRs3ZprrrsegKiICDauX8fjT0/lqgHXMO25qaSnpbl2YL6+vnTt1p0V367hnTdew2Yr+boXFxdz2+13MvaWm0954FgeAgICgZJ7dpd8/BEjbx3Dk1MeLlX81avfoNQBBMDE8bcTFPjnAdFD99/Lrh3bXQeFzZq3YMi1A1y5jB47jpGjb6uQHL5Y+hkvP/8s7Tt2pHadujRu3ISmzZsz6rZxrkLEx8fHdQC3dfMmHpv8ID3OO5+H7r+XA/v28d0vv7mW5+fnR+Dvf5c/2Gw212cDYPPxoX6DBpx/wYWl5ouOisTyf9t523btWfHtGgoKCkodGG3asJ7eF18ClGyfM956E4vFwqGD+xl98zCgpMC+vv+VOJ1O7rl/EnfcdQ933HUPAF8uX8qRsDAeeeKp0/5tbD62M9p+YqKjSxVy/8/f3x+bzUZiQgIz33kTH5sPXbudy7TnpuJwOBg0ZCg9z+9Vrn+Tsnpz+n/55qsvT8jB6XQyZNhNTHroYVebaZrUrl37lMsqy7byd9as/obpL7+Ej48vAGGHDtCqdRvXa7u9iGeef4mBg2/grddfpWPnLny5bCmHDx1k0IB+nNujh+sBCD4+Pjz30it8v2Y1Xc/tTmBQIEVFRfj6+vLqm+9wcP8+fH19sVqtdOl6Liu/+wHA9Tf5ozdp8NVXYbVaOXrkMO+9/SajbhsHQJ8rrgRK9kcAc2fP4rV3ZtChYydmzP6QlV8sw2azcf3gIXTo9OeB2cJ5H5b62/1RgI8cOojFy1cSGBiE3W5n984d9Dy/1ym3s317dvPoQw9is9lwOBys/fknHn78CQYNGcqCxZ8D8OHs97jykgsJCAjEMAzy8/N4+/XXeO+dtzFNk/z8PO64626GjbgFi8WCn58fAOecc06pgrW4uJiioiICAwNZvHABhmG4th9fPz8CAgLIzMygqKiI4uLiU36+1/cv+ZvFxkRjtVoZNKAfULLddezcmYcfe5JGjRsze/5CRgwdhNVqxc/Pz/V72r/Pxa4Y/9/pvrcvTP03B/btJSYqitiYaCxWK7Pfm0Gjxo1p2qw50996F6fTWWpfYhgGVqvVtV0XFRVhsVhc81T2fsrhcNCpS1cmTJwEQKPGjZn78RLGjbqZ+Z98xh2jR57wnnO79+DRhx7ggwUfnzDtw1nvcfmVV+Hr68ulffpyz/0PAPDdN19jnGJ7q0ymadLrwt78tH4zxcXFDL76qhP2qaZpsv7XtUy4fQydu3YjNLQGIaGhdDu3OzeNHIWvb8lvhtPpZPrLL3Fg/15mz/+YNau/ITsri0VLv+Cxhx7gpx/WMP+Tz9yR5mmt+nIFT059znXio2379nTr3oN69epTXFxMSGjJMfWZ7H+9hfdl7ME2b9zAl8uXEh8Xy4P3TqDvlf3w8fXl3VlzaNe+AzfdUHLmvEmzZnyzaiV9Lr/C9d59e/ew/rdfmfp/Z+gz0tMZe8vNTH1hGl27nQvA6HF3cPutI1m8dAXNWrSo1Pz+zi8//sDLLzxH9549mT3zXWrUqMk1A6/n8KFDpYq7W8aM5ZI+l5OXm8u8ObOY/tYMCgsLWf3NKnZs3cqTU5+rtJgHDh7iKraff/opOnXpgs1mo2PnLqV6S+66ZyJQUtjMnDOPndu3sWXTRu6+b1Kp5S1aMI/wY8eY8sRTfDRvLjabjdzcHL5e+SU9e/Xi3kkPuuZ97OEHmfriNKCk52vKE0/x5JTJvPfhfNc8f/zdunY71/UDZ7fb8fn9x74iiuZvVq1kxptvsGfXDq7rdzm33X4H1w26geDgYDp16cI3X33JdYNuACA7O+t/7d13VBNrt8DhH6GDUuxdQY8VC/beOxZQrMeCoKhYjvWz9wJ2saMiioq9CxbsvR5FBMtRQUAEpQoCCYHcPyKjOWC7n+1e32ct1zLJJJkMk5ns9917j/QjJ8s/jx8yceoM6ba+vj5zFyymQaPGAIwcMohR4ydgWbrMN1/3f8vMzKR+o8bY/mvUPS01lYA7fxMbG4OnxzoePQimbbPGzJrvRuNmzZk515WY168ZOVQ9un718iVmTZ3MwwdBBAfdp3MXe06fPIGOjjahISEcPrif/k4DcXIeSoZSSdTLSOkSN1ni4+N4m5xM7ty5Ne4f1P9PqlrXYOyESdz9+zajXAZz7MwFzPPkwaaTLU1btOL6lcts9lyPg5MzAJs2rMPJeSjVqtfIcbT7Y/4zeiQLl63I8bHZ06YwddYcVCoVcrkcIyP1STYzI4Nc79Y5MzOTlJQUDAwMOH/2NP7Hj3Hv7l0O7N1NF/vu0n4JkKFUUqRoMen/32qbfK2xEyYxdsKkTy4zYcxfRL6IIDAgAEMjI3bv8OF5aAh7j/hR5o+yAFw4e4b5s2d+dl/5Uu1sOtLOpqN0u4ddR5auXEvRYsWk+2JjYjA1M2PJitWoVCqchw7Dtl1r5i1awpIF8+nWszdKpZL4uDgKFSlCjZq1sG3XmqD79+jWyYZmLVsR+SKC169fY5wrF6AO+E4c88Vz3RoiwsMxMTXFxNSUnn/2lR7X0tKicjVr3iYns3/PblQqFdra6h/KlapUpZNdF4yNc+F35BDlK1Zi+KgxrFy2BF09PfRzmOE5fGAfSxe68So6ClNTM3R0ddm704fgoEAc+/Qk4M4dAh49/ei2qlLNmi7dulOxkhWPHj0gd24TrKvXZPsWLymdsk9/R5ych0rPWbvSHVNTUymAzbLYbT4nj/kik6mPnQnxcSQnJ3PuXalCRoaS+o0aY9e1G4mJCcyc64ZxrlycPnmcFcuWkL9AQRbMnU0lq8q079Dpo+t88NhJgu8HMnPKRLbtOUBoyDMqVrIC1AHWv9NUtbW1kclkLHadB0DkixdSsPwl31uZTMaseW4E3Pmb6ZMmMHjYCBITE7l4/iwz5rpK733s6GEWu80n5NlTOrZuQb8Bjnh7beLWjeu0a94EHR0dZrsuwLpGTeDHn6fOnvZn9fKlPHwQzPY9B4iPi2PM8KE8CLrPmOFDs2231NRUevbpR3x8vMbsJsDzkBAO7ttD+w6dyG1iQvNWrTl66CCxsTHUa9DwozPgP9LtmzcYOdQZMzNzIl9EoK+vT6vG9YmNiaFwkaIkJibgudWH6OgoHJ2HMm7iZP6+dZN1q1bgMNBZ47WSkpIwMDTEc+sO3iQmMnncGOrUq0/X7j1ZvWETz0NCftKn/DQtLS3MzMxx6tt4mY2xAAAgAElEQVSb8LDn1KpTl6D7gdy+cYPOXbpSuWq1Lz7//i5E8PcLqVOvPmbm5ryKjqZOvfrEx8ehra3N8MEDMTI0Ijo6Sjo4rfLYSK7cuYmLiwXA3DwP6zZtQU9PD6VSiY6ODt3tOhL+PJRlixawesUyZDIZMpmMkqVK0d22A36nz5PnE6PUP9of5cqzfc9+kt68IU2ehkIup2QpCx4/fCgt471pI6f9T+C2xB2FQsHTJ08YP3oEd2/fpnbdepw/e+aHBn+gTtfs070LRkbGXDh3hvi4OIqXKEmHVs2x69ZNOqDs3L6VhAT1CcZj9UrGT57K40cPuX3jOr369ic6Koo8+fJRqXIVqlpXp1uvPzl72p+d27zpZNeVNu9m/ABWLluCZekyVK9Ziz07fWjfsTMdOttxws+Xxa7zNGZtpk0cz9+3bqnTxFSZ6Ovp06RZ82yf41tp36ET+fMXwKlvb/Ye8eNPe1sWua/iRUQEE6fOwM6mDbly5aZxs+aYm+fh4LGTGs93GThA43bWPt+odnVphH3kEGfk8jRKWVjmOFr7rSjkcmlU9N8yVZk0aNQEO/vutGvemAN+J3gYrE4nCgy4y9iRw+j1bkayXoOG7Dt6jAqlijJv4RLq1KsvzRgtdp1H3foNaNikKUqlkspVqxH8LByAeTOnU79hI5q1bAVAWloaqampGBoaSuvhuXUHUyeMw6lvL54+ecKm7Ts1gpxXUVEMduxHufIVWbrQTbp/mLMjW3bsoVadup/dDiqVCi0tLS5+og7q5HE/ps+ZR8jTpzgP6Iu29ruR/+chGBkZ4754kXqbKuS4r/HAwrI0VpWrEPUyknoNGlKwUGEpja1wkSLS3/V7bJOvJZfLs82iZM2MAQwfNRYzc3NGDhnIyDHjsa5RE5uWzTA2ziUt36BxE476n/nsvvLfSoiPl1LiL5w7w8Z1axkwyJkdW7egraNDWloandu2pEat2nS37UCVqtZ07tKV2dMmM27SVA6fOEUPu47sOnCExa7zeBAUREREOKU+SJdt086GVm3asXalO9bVa1C3QUNkMhmbN24AoEat2tSoVRuFQkFaWhpbNm3k2JkLmJiYcMb/JCUtLCheogRJSW/o1aUzXj67UCqVHNi7mzP+748HWWndNp1sKVa8BD5bt2BkbMyVixdo1KQZFpZl2LprHx1aNf9kSYP3po3s2OaNrp4eYaEhFClajLfJydy5fZthgxy5deM6YydMQk9fX/oMUS8j0dHRwdtrEwAjRo/BppMt4yZOZtzEydJr+x4+SGBAABOnzdB4z+N+RylRyoL5s2fQb4ATevr6VK1mTbkKFUlIiCfl7dtP/h1TUlIYO3IYGzZvI/rlS2ZMnsCeQ74A0n534dwZbNu15n6gOt1SpVJRrYZ6NjfXzvf73pd8b1UqFTOmTCTl7Vu8d+7B/8QxtLW1WbPBC9c5M4l6Gclmn93YdLIlMSEBn63ebNmxm7z58mFiasq1K5cYNNSFLt16SK/9M85TLVu3pVbtuowfNYKKVpXR0dGlYeMmBAfdp2HjJoSGqgOYxa7z6N3PAZeBA3BbulxK1XZfsoiWbdpSyaoyQUGBzJzryo1rV5k1dRJPHj/iXsBd9PUNeBgczPYtm9m0bQf58uf/6vX8VmrWrsOV2wGcPO7HVi9PRo4ZT2ZmJps3rqdlm7Z06dYDLS0tdvtsp6KVOoDX1dXVmO1SKBTo6upiamrKyDHjiI2JoV/Pbsx2XUBQYOC7beT+1SnzP5KOjg6GRob4nT6P6+wZdOvRiw6dbDlycD/OLsO/6Pz7OxHB3y8mKjKSvPnyAerRDJVKJc389bDryHHfI6xZ4Y6WlhYvIsIxMDREmZ7OLp9tFCxUGIBuPXvR32kQK9dtwMzMnAIFC2Y7MV67clmqk/lVFC1WjJ5dOjHbdSGbN66nStVqnDnlr3GQ6uc4EH0DAxIS4vnPqJGYmZkzZcZslrjNZ9DQYZw85vvD1zsjIwMjI+NsQcyl8+e4dEFdr+K1wYPJ48dw7c59tLW10dPT49HDB7gvXsSCper6h1y5c7Nr+1Z693Mg9NkzOrRuxqvoaGrVqcfGdWvZuG4tm7bt4GFwEMd9j3LA7wQR4eGsXekunXCXrFyDU99eGmluc9wWcerkcYLv3yfk2VPGTZxC0WLFpHX7Hny2biEjQ4ld+zY4uwwj/Plztm3xwnOrD5u27cDcXP1DPCX1880e3iQmYmhoiEwm00hnCQsNxXXOzO/1EQB1vUftuvXY7r2Zl5GRGo/Z9+ipUSNkaGiIUqkkIiyM+Lg4Jk+fhY6ODq+ioylQsCBeGzyQaWvjMnAA6zZtYbX7UlwXL9d4zX27d3Jo/16N72twUCAbPdYA6kDI0XmIRv2cnp4eC5etoEXDuiQnJVHo3XEgiwoVVpWrMHnGbI37V7svVQd0584yY8pE9PTUwU18XCwpKSmcOnkCUAe5g4a40K1n70+mx2Sts0Xp0vhfuCLd37ltK4oVL87qDZuyb9+EBALu3qGqdXXCw8IoXqIEaz03Y9PyfVbD99gmX6tFw7rZUs/y5Mkj1epl1dQEBgRQtnwFQD2rnZVuBJqzF5/bV/63YmNeY9+xHSs9NlKzdh3s7LtT1bo6RYoWw75HLw7s3c3C+XPp4+BI2bLlKGlhKc2o7zxwhMzMTKzKlCJ/gQIMd3aicJGi2Np3I+BvzRr0oPuBTJswnsgXERzct4dcuXJLszsAYc+fs9h1Ls+ePqV3335kZmZyaN8eFOkK/A4fYv67+riKlazY73uCQoULU7GSFYOHjeBNYiLa2tqoVCppW2TVoWlpadHXwZFrVy4xfNQYTp34slrJvgOc6OPgyJGD+4mNjcHByZkXERHcvnmDWfMXMH70CPo5DmS1+zL6DXCkdz8HjZm/tSvdSYiPl14v4M7fTBgzCsg+8zd3wSJq1q5DsxatMDI04sxpfypXrcZp/xME3L1DRHg4cnnaZ685tmDuLMLDnjPur2Gkpcl59DAY+47tUCozqNegIQ4DnWnctLmU9gnqgRD5u5nMDxt9fMn3VqVSMXHqDC5fPM+1q5dp1qIVGRkZrF+zisnTZ5Enb14prXbvrh1EvYzEvlN7/C9cwWuDB5aly+C9yRObTrbo6+tz4eyZn3KeUqlUjB4xlOSkJP4a6sxs1wUolUqMjXPxR7nyzFuwGKVSidfG9YwYMw59A32NdOHGTZsxbJAjJ89fpn2HToSFhkpZOnNnTGXAwMHqAYhLF5g2a+5PDfwAzp7yZ93qFTx68IDeffuzdpU7mRkZWFWphtucWaxYupj/TJ7KjWtXuXj+LF4b1vP2bTKRLyKkrBulUonnVh/y5M3Lbp9trF+7GtdFS2ncrDntO3Zm5zZv6larhG3XbvTq04/KVav91M/8b5mqTHT19IiLjePyxfNkZGQQHR3F/Xv3pGW+5Pz7OxHB3y/meWiIVFAMmgfwjIwMjTTDiWNH0bGzHU+f/AOQrRg35vVrbFo2pXiJkhr3v4gIZ53nlp9WJ/cp+fMXICMjg8cPHwDgNHgofkcOa3Qna9+xMzevXWWzzy7Gjx4h5XmfOnmcfPkL5Pi631NKylvuBdyR6tCyJCTE06adDf4njvHs6RNpBC4lJYXwsOds27yJ7Xv2SycPY2NjvLbv4urlS5SytGTBUnf8jhxW1+AYGeF75BBGxsY0atqMGrXroKenx9KFrsya54a2tjZHDx2gXYdObN21L9s6njzmR68+/Qh5pk6NunM7ezOabyU8LIznIc/4o2x57Hv0pFChwhw5dIBR4ydw49pVKletJs3SvAgPy7bdHj0M1kj7jHn9ikKFi6BUKjVSRNPT0zVmI76HiPAwatetR3RUlEbgefXyJc6e8gfUqTLRUVGMHTmMqTPnYGffjaQkdcfeHdu86ePgSMWKVuzcvpV2Nh1p3a49b94k0rhZ82yDFT1696FH7z60btoQu67dNB7bt3un1EDn32ZPm0Kjps0oUbIkHdu0wNf/rDT7k79AQfo4OBL2PJS9u3ZQrkJFKlepSkfbLpSysCRf/vycufy+OceX1vx9iYcPgjEyNiI+Po5/Hj/K1rAly9u3b0lNTcHg3X7xYaD3PbbJ17p0885nl3n08AGFCheRap/SUlOzNfP4kn2l7Qcz/F8rb778eO/ay5/2dqxYt4G69RtwcN9eihYrxp3btzjh58uug0cAePniBd6bNkrB383r13gVHUWFSpVY57mFqRPGERPzGk+PtYQ9D6Wvg6P0PpWrVJVqtCpUqoTv4UMawUyRokWx79GLxMQEdmzzZtzEyQwb5Eg/x4HUrd+Qcu8CZIBHD4JJTEzAa4MHXbv3xPfwQSpUrIRCoSBP3rwYGBrSum17afn8BQpo7B8+3ptJSHgfmOXk2pXLzJo6mcSEeNLT09nt40PnLl2zDYB+rGYQNPfJ5ORkLEuXZs1GL41lRg4ZJM3oRUVGcuXSRZ7+85hLF84BULNWbSpaVSY+Lo74eM30w3+bOc+N0eMnktvEhJjXrxkzYii7DhwhMTERU1NToqOiOHvan7bNGvPoYbDUmCgrVVr3IxkLH3PtymWWLpjP5YsXKFu+AkNH/IX3Jk+uXr7Idm8vrKpUZdqsuTx7+oR8+QugUKQz5j8T2bnNmzJly5GYmIidfTdGDxvCqvWeP+08tX7NKiwsSrN/zy4aNWnK7GlTkCvk3Lx2lYXzZiOTybDv0YtChQvnWBNpXaMm1jVqsttnG30cHMnMzCQjI4NxI4fRwdYOhVyBiYkJK9ZuwGWgA4tXrP4hJQgfU6ZsOVZ5eNKvZzf+7D+AY75HyHz3W/GM/0kOHfdHqVRi08mWwHsBRL6IoEiRoqxd6c6s+Qt4m5xMKUtLAC6eO8vlixdIVyhYOH8uC+fPBdTZGuUrVCR3bpNv3qX8W8jMyMDQ0JCw5yFsWu/BP48f8vBBMKCeGQ0LDf2i8+/vRAR/v5ib16/Rd4ATTx4/AsCydBn+M0pdYGxm/v5ElZqayuWLF5g0baYU/AFSFzRQj36379CJFes2aLzHpHGjv2ujj/9G734OaGtr47PvEE59e5EnT17atLchT5736an7du0g8sULqlpXB9QpWRkZGaSmpDBq/ASSk5PJlSvXx97im3vyz2O69/pTo4MZqOsFQp49pWmLlrRq046RQwZx88Y1PNasQp6WxtY168mXP7+UUgfq2s1Vy5fwMvIF61atYK3nZhz79OKo/9l3I+zqz2VsbMz9wHvExrym0bvazwdBQTwPDdVoqALqkcGUt2+xrlGTUyeOM8Sxv0Zd0Ld2YO9uJk6byfxZM+jj4IhcLsdjzUoqV6nKulUruHzxAqPHT+B5SAiVq1Zj5/7DGs//d9pnyLNnFCxUSN3C+YMALC0tjetXPt/p779x68YNps2el+OPQplMxtqV7hzct5cJU6ZRysKSPt27vm9K8Wcf8uTJS5EiRTnud5Txk6Zw+uQJatSsTYlSpaS/e1aNzocKFCiA7+FDUk1bseIlckzRfhkZyahhg7GqXJWZc9Q1pqkpqSxfspCZc125fvUKrrNnom+g/pFz9dJF7ty+xYN3351tmzfh8tdoWrVp90Xb42taxMvlcsb/NYL5i5diYGDAKJch7DnsK9UCPg8J4YSfL35HDpOenk77jp0oXLjIR1/vW22T72X18qX06tM32/3BQfcpUKAge3b6fNG+8t/6o2w5vHft5fq7WZWzp/yZMXc+5nnycP7sGcYMV9cfy+VpGsG41wYPxk6cTFDgPXrb21GiZElCnz1lv+8JdmzdovEei+bP5fq1K6S8TeH0yRPo6uniNud9uv3LyEhmTp2EbddudOvZmyOHDtCmvQ19BzgxedwYOtjaUaFiJQC2e2/GbclyEhMSiHoZibaODto6OqjkcjxWr8Jnr7ptu0Kh4P69e8yYMlF6H7lcTrHiJdiWQyDxoXoNGlLKwoLyFTuQnJSEtrY2ZmZm2WpFc2qL/+bNG2JjYjT2tU8FiVmPlbSwoE17G1JSU0hNTWWx6zxk2tqEPHuGXJ7Gi4hwSpf5Q2ogkhOH3j1wGjyE2nXrA/Ds6RP69rDHZ88BtHV0aNaiFes3b2XThnU8fBBM2XLlpVq7DwcevuR7W79hI9IV43j08CE1atUmPi6Odh06EvUyklIWFixf7UHRYsV4k5jIiDHjmDR2NEWLF+cvl8GcuXyd3va29HcaxK0b1/Fcv45BQ1x+ynlq4BAX7t29g66uLv0cB1KgYEGGOjkQ/jyUCpWsmLdwCT7emz+a7p6amorr4mVSw6jIyBfcvnkdQyMjtnhufBdgF+XAvj1Mmj7rpwZ+8D7rIDMzk2GDHHn1KhqVSoXfkcMoM5To6uqiq6tLbEwMLgMHaHRWjop6yaB+f7LBezuVq1SlUdNmNGrajJaN6mXLspk5bRKTps/80R/viyQnJaGlpcWDkAj+efyIeTOnIZPJWOnhibGxMevXrPqq8+/vQAR/v5D4uDj+vn0L97XrefrPYyLCwpk+Zx7DR40B4OihA+zdtYMKlayYPG4M/Z0GYWpmhpaWFnHvipgXu86jWPHi9B3ghLa2Nn5HDxNYX7P98ouIcGzeNdz4lSQmJnL+zGleRr4gKuolcbGxzJk+Bfe164l88YKkN0kolUo81qzi0DF/tLS0UKanU6RoUakl8VYvTw7u3fNDD1Ib161h5Ojsrd1LWlhky5GvUbM2vv5nGTvChTfvRvznz5qBdY0a1KnXgBGDB7Jj3yHevElkzIRJDHVyYP7CJUSEhyGXv7/WTuizZ/Tt3pV6DRoyymWwdMAPDAigcxd7ir1r8X/3zm0WzFMX82fNmikUciLCw7kfGKAReH4rWbUTWfU6yxctwMzMnI0eawkPe86enT4MHfEXmz030Mm2S7bnK5VKeLdOt2/ewLJ0aYLuB2JZurTGcgYGBjRp3uKbrvuHLp47i7GxEfr6+sTFxWrMUL55k0irNu1wdB4iNeHJzMzk8IlTaGtrk5mZyZN/HrN1sxclLSypUk3dGODUiePSD8ys7Z78Nlmja1xKSgoVKlqRv0ABLMuUITAggIIFC3Lh3FkCA+5qpNzkyZsXlxGjNLbDsL9GS9doqlOvPgePnST02TPmz57B9LmuZGZkcO/uHcZNnCKN+H7oUz8Uw8OeS/tR1MtIZDIZPlvV373QZ+8bbjx+9JAxw13o3bef1GzKafAQ7Nq3Yc3GTZQu8wfBwfcxMzfn8q276Onr07VDOxYuc5fWIeh+IMeOHGbcpCnfdJt8jX27d7J0odtH6z7lcjkTpkxDT1+fewF3Wb7GQ3osq5Pj9i1elK9Q8Yv3lW+hfIWKlK9QkbDQUExMTaQuqWvcl0vp6WGhobjNVQdsIU+fkpLylvIVKlKrTl3Wem5h8rjR5MlbQX2cfdfVEdTf6/GTp+b4vlkdZPPkzcvAwUPZv3c3rdvZ4LHJG2eHPmhpabF8zTp62nVi1nw3atetT0aGkvwFCuDsMpygwPdpWiEhzxg01AVTMzN1Z1O3+dh370lH2y6MHelCeFgYK9at54+y5fA9fBDP9WuZ47Yox/Xa5bON4iVKUrxECRITE4iLieXwwf3MX7hUY7ncuXNLs8NZ34OtXp48fBCEs8twaTmVSsXJ4360alxf4/mhIc+w79FLuh0RHsZun220aNmaJStWc/H8OSZNn8ncGdOoU78+TZvn3F5eoVDg0Ls7HTrbYmffnQfBQchkMixLl2HBkuXYd2qP76lzLHJfBYDjoCGMGjYE267qxlS3blzXSFP9ku/tP48fMW/WdMZNnIyZuTkymYzdO7bTonUb+vQfwFAnBxYuX0HDJk1JiI9HpVJRysISn70HNC4/5L52vXSM+xnnqQ8zmlQqFb3tbXEY6ExCQjxWlavQw64jE6ZMp+sHf6cPr5HXvEEdjWyC+g0bsd9XnQLv470ZfQMDunbP3jH0Z9u6ay96enrs3b2TuBh1Q5pRw4bgvmQRAwYNxr5Te9wWL6Nm7ToEBtwF1DP4Hl7e9Othz+lL16QBDi0tLY0sG7k8jeIlS+b4vj/bkYP7KVu+AnK5nEP797JzmzceXlt59SqaXl064/LXKPo7DUJfX/+Lzr+/CxH8/UJ2bPPGYaAzMpmMuvUbsmenD22bNZYe19PTo33HTrgMHMCEKdOkjol1GzRk0rjR+B8/Rm6T3Ax811kyPT39ozN/v+JFO01MTKhoZUWP3n0oZWmpcbA/fGAfTZu34ITfUapZV6dAQXUL36dPntC8QR3pgB8XG4v3rr0/bJ0PH9hH0aLFpFHNT0lLSyNdqZ6ZbWvTgRmT/kNGRqa6vmbUGBITEhg+agyFi6hnP074HmW911YsSpdmxpSJDB72/seHiakpvfr0o4q1NWX+KEvJUhbo6upy5OB+rly6QPdef5Keno5V5arZ2j5nsW3XGoVCkWPqy7eQnJwEqNsu5y9YgEpWVbDp2JmixYoTHvacs6f9NZrzyOVy2jZrBEDBQupr/0W9jMRx8FA2b1xPnw/Szn6EYsVLMG22elTQ2DiXRk3n1cuXOOZ7RGPbfTgbIJPJWLNiuTq17IO6L7lcztuU940eFrvO48rFC/w1Zrx0n+ucmdStV5+KlSozoE9PRo+fQOcu9tRr0Agvz/VUqlwFmUzGP48f0cNWXeuzbNECjXVXqVQMGORMKQtLxo4cRtly5Rk5drx07cRbN64ze8YUnjx+zNKVazQuoSCXyz8aKD2P/niqWr3qVVAqlezfs4s506eybPVajZrILt16YGBgQOe2rfA7fV7qVJmRkUH3zja0aW8jBXEKhRxnh76MeDfw9S23ie2/Ukc/pWv3np/9offkn8fYtW/DoeP+GvuAmbk59awrExsbw8lzl796X/laCrkcxb/+bmdOndQY6At7Hir9qMtqmATw9+2bOA9VH1+27NhDzOvXBAcH4bPnAGdP+bNz+zZWrd9IZmYmQffvZevQmyXw3l2USiXRUS8JDQnB09sHUzMzuti0oWGTZlSyqoyWlhbHzlzAOFcuPD3W0r5jZ27fvMG8mdNQKNJ5/Sqa82dOqwcA7gWgp69P+w6dNFI/u/f6E5eBA6QAzdDIkJnz3HJcJ4DOXeyJi42lf69uuC5ehoVlae4HBmBRujQvIiKk7fZh6UR6ejoKhYJhf43ONkuVmZFB67btc0z7TFemS7dr1KrDAb+TPP3nMWdPn2L6HHVd5KjxE5g6YRz58uWXZuo0Xj8zk249e2Nn353goPs4O/SVOs42bNKUbXv2a9SGJiUlIU9Lk0pCrl6+pHGtyS/53paysGSjtw/XrlxCoVDwNjmZxe6rmTdzGvkLFGTVek8pXV8ul6NQqJsgZX1nU1LU9dtZjeXg552n0tPTkcvlXDx3huF/jaFxs+YsX7yQ3v0cqFDJCrlcLs3sValqTffOHTAzNyddoaCUpaU0a+p35BCbNnhI7x0dFYVMJmP/nl2AOkjvN8CJjjkMYv5IyxYt4ISfLyVLlaJoseIULFSIV6+iWb56HQf37+VNYiKeW32wLF2GIwf347XBA+satQCoal0d/wtXNGa2lUol/hc0Z/6mTRqf7X1/BYUKF2HgEBfmzpxGnjx52XngCHp6euQvUID1m7eyZMF8VCoV7Ww6ftH593ehFZ+W8eV5PMJ397kRrq8ZAcvIyECpVH63H/c/S06d94ScfdiR8FfzYYpylszMzBxTqtLT06VW5j9DVp3N/xVZ112TyWRS998fJT09ndTUVExMTHJ8/O3bt9lq4f7drfN7+HCbfGtxsbG/VOfkb+Hf10rM8i2PKf9fz1H/l2XNWP/IY8avfJ76/ybq5Uvi4mIpX6HiTzufCj+fCP4EQRAEQRAEQRB+AyLsFwRBEARBEARB+A2I4E8QBEEQBEEQBOE3III/QRAEQfiEhw+CMTfQpmTBPB/9l8dQhxvXcr7mYJZpk/6j0cRLEARBEH400e1TEARBED7BQN8AmUzGFp/dH12mX69uOTZI+ZCRoRE6OjoaF0pWqVQo5HIMjYykayAKgiAIwvcigj9BEARB+ISsDsu3blz/6DIZSuVnL6atpaXF9auXqVS6hHSfSqVCnpaG25LlDBg0+NussCAIgiB8hAj+BEEQBOET0uRpZGZm4u3l+fFl0tJIevPms6/VoFETjWtGCoIgCMKPJC71IAiCIAhf4ca1q4wYPJCzV29+MlXzyqWL2LRs+tnXO3n+MrXq1P2GaygIgiAIORMzf4IgCIKQg1fR0Qxx7Ifuvy5AnZyUzONHD+li0xZTM1Pp/gylkvj4eJauXENV6+rShavDYxLJlStXju9hbqAtLnAtCIIg/DAi+BMEQRCEHBjnykWvvv3R1dWV6v6yOLsMy7a8SqVCLpdTpGgxgC8O6nR0df/7lRUEQRCELyCCP0EQBEHIgbGxMd169gbAoXd3/r5165PLX7t7XyMNND09/YveJ0Op/N+vpCAIgiB8BRH8CYIgCMJnJCYkMMdtIZ272Gd7LDk5meL5TNHR0TylyuVyAIrnM832nJyWEwRBEITvTQR/giAIgvAZuU1MmDtjGm5zZwMQ8/oVuXOboP/u2n5FihbNdqkHhVwu1fupVCopdTQ1NRVDQ0NpuYT4+B/0KQRBEITfnexnr4AgCIIg/Oo2evvwZ/8BrN3oxdW/71GseAnmuC3E1/8sderVx3vnXvT19aXlQ589o0uHtty8dpWg+4HUr1EVhUIBQPsWTdi7awcAx3yP0LCWNUlJST/lcwmCIAi/FxH8CYIgCMJHKBQKtm3eRN1qVpw95U9MzGtiY2JIefsWLS0tZDIZpcv8gcvAATRvUIfjfkcBWLNyOdWq16BZy1b8UbYcMa9fcWDvbgC6dOvBrKmTkcvltGjVBmNjY+bPmv4zP6YgCILwmxDBnyAIgiB8hEKh4Mqli6xYu55Dx/2xrl4T6wpl0DcwwKpKNZ9Y22sAAADHSURBVMzMzRkxeizX7t5nyPCR5M2bjzdv3nBw3x7GT54KqLt+2tl352FwMABOg4eip6fHg6D76OnpMW32XA7u2yNm/wRBEITvTlzkXRAEQRC+sTdv3mBiYiLdzszMRCaT5XhbpVKRnJxM7ty5f/h6CoIgCL8XEfwJgiAIgiAIgiD8BkTapyAIgiAIgiAIwm9ABH+CIAiCIAiCIAi/ARH8CYIgCIIgCIIg/AZE8CcIgiAIgiAIgvAbEMGfIAiCIAiCIAjCb+B/AOWJm1hYNxQUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[15,10],facecolor=(239/255,248/255,253/255))\n",
    "ax1=fig.add_subplot(1,1,1,facecolor=(239/255,248/255,253/255))\n",
    "ax1.spines['top'].set_visible(False)#去掉左边边框\n",
    "ax1.spines['bottom'].set_visible(False)#去掉下方边边框\n",
    "ax1.spines['right'].set_visible(False)#去掉右边边框\n",
    "ax1.spines['left'].set_visible(False)#去掉左边边框\n",
    "ax1.grid(True, 'major', 'y', ls='--', lw=.5, c='black', alpha=.3)\n",
    "\n",
    "width=0.8\n",
    "ax1.bar(index,values2,width,label=\"人流量\",color='pink')\n",
    "ax1.plot(index,values2,'^-',color='deepskyblue')\n",
    "for x,y in zip(index,values2):\n",
    "    plt.text(x,y+5,\"%d\"%y,ha=\"center\",va=\"bottom\",fontsize=13)\n",
    "plt.xlabel(\"景点\",color='K',fontsize=15)\n",
    "plt.ylabel(\"人流量\",fontsize=15)\n",
    "plt.title(\"各景点的10月3日11点人流量对比\",fontsize=15)\n",
    "plt.xticks(index,index1,fontsize=10)\n",
    "\n",
    "ax1.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[15,10],facecolor=(239/255,248/255,253/255))\n",
    "ax1=fig.add_subplot(1,1,1,facecolor=(239/255,248/255,253/255))\n",
    "ax1.spines['top'].set_visible(False)#去掉左边边框\n",
    "ax1.spines['bottom'].set_visible(False)#去掉下方边边框\n",
    "ax1.spines['right'].set_visible(False)#去掉右边边框\n",
    "ax1.spines['left'].set_visible(False)#去掉左边边框\n",
    "ax1.grid(True, 'major', 'y', ls='--', lw=.5, c='black', alpha=.3)\n",
    "values3=res[2,4,2,:]\n",
    "values31=values3.tolist()\n",
    "values32=tuple(values31)\n",
    "width=0.8\n",
    "ax1.bar(range(9,18,1),values32,width,label=\"人流量\",color='pink')\n",
    "ax1.plot(range(9,18,1),values32,'^-',color='deepskyblue')\n",
    "for x,y in zip(range(9,18,1),values32):\n",
    "    plt.text(x,y+5,\"%d\"%y,ha=\"center\",va=\"bottom\",fontsize=13)\n",
    "plt.xlabel(\"芦花荡公园\",color='K',fontsize=15)\n",
    "plt.ylabel(\"人流量\",fontsize=15)\n",
    "plt.title(\"5月3日芦花荡公园各时段人流量对比\",fontsize=15)\n",
    "#plt.xticks(index,index1,fontsize=10)\n",
    "\n",
    "ax1.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[15,10],facecolor=(239/255,248/255,253/255))\n",
    "ax1=fig.add_subplot(1,1,1,facecolor=(239/255,248/255,253/255))\n",
    "ax1.spines['top'].set_visible(False)#去掉左边边框\n",
    "ax1.spines['bottom'].set_visible(False)#去掉下方边边框\n",
    "ax1.spines['right'].set_visible(False)#去掉右边边框\n",
    "ax1.spines['left'].set_visible(False)#去掉左边边框\n",
    "ax1.grid(True, 'major', 'y', ls='--', lw=.5, c='black', alpha=.3)\n",
    "values4=res2[7,2,13,:]\n",
    "values41=values4.tolist()\n",
    "values42=tuple(values41)\n",
    "width=0.8\n",
    "ax1.bar(range(9,18,1),values42,width,label=\"车流量\",color='pink')\n",
    "ax1.plot(range(9,18,1),values42,'^-',color='deepskyblue')\n",
    "for x,y in zip(range(9,18,1),values42):\n",
    "    plt.text(x,y+5,\"%d\"%y,ha=\"center\",va=\"bottom\",fontsize=13)\n",
    "plt.xlabel(\"下渚湖国家湿地\",color='K',fontsize=15)\n",
    "plt.ylabel(\"车流量\",fontsize=15)\n",
    "plt.title(\"11月20日下渚湖国家湿地各时段车流量对比\",fontsize=15)\n",
    "#plt.xticks(index,index1,fontsize=10)\n",
    "\n",
    "ax1.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure(figsize=[15,10],facecolor=(239/255,248/255,253/255))\n",
    "ax1=fig.add_subplot(1,1,1,facecolor=(239/255,248/255,253/255))\n",
    "ax1.spines['top'].set_visible(False)#去掉左边边框\n",
    "ax1.spines['bottom'].set_visible(False)#去掉下方边边框\n",
    "ax1.spines['right'].set_visible(False)#去掉右边边框\n",
    "ax1.spines['left'].set_visible(False)#去掉左边边框\n",
    "ax1.grid(True, 'major', 'y', ls='--', lw=.5, c='black', alpha=.3)\n",
    "values5=res2[7,2,13,:]\n",
    "values51=values5.tolist()\n",
    "values52=tuple(values51)\n",
    "width=0.8\n",
    "ax1.bar(range(9,18,1),values52,width,label=\"车流量\",color='pink')\n",
    "ax1.plot(range(9,18,1),values52,'^-',color='deepskyblue')\n",
    "for x,y in zip(range(9,18,1),values52):\n",
    "    plt.text(x,y+5,\"%d\"%y,ha=\"center\",va=\"bottom\",fontsize=13)\n",
    "plt.xlabel(\"下渚湖国家湿地\",color='K',fontsize=15)\n",
    "plt.ylabel(\"车流量\",fontsize=15)\n",
    "plt.title(\"11月20日下渚湖国家湿地各时段车流量对比\",fontsize=15)\n",
    "#plt.xticks(index,index1,fontsize=10)\n",
    "\n",
    "ax1.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
